pacman::p_load(tmap, sf, sp, DT, stplanr,
performance, reshape2,
ggpubr, units, tidyverse, knitr)Take-home Exercise 2: Applied Spatial Interaction Models: A case study of Singapore public bus commuter flows
Overview
What are the driving forces behind urban dwellers to weak up early in morning to commute from their home locations to their work places? What are the impact of removing a public bus service on the commuters reside along the corridor of the bus route? These and many other questions related to urban mobility are challenges faced by transport operators and urban managers.
To provide answer to this question, traditionally, commuters survey will be used. However, commuters survey is a very costly, time-consuming and laborous, not to mention that the survey data tend to take a long time to clean and analyse. As a result, it is not unusual, by the time the survey report was ready, most of the information already out-of-date!
As city-wide urban infrastructures such as public buses, mass rapid transits, public utilities and roads become digital, the data sets obtained can be used as a framework for tracking movement patterns through space and time. This is particularly true with the recent trend of massive deployment of pervasive computing technologies such as GPS on the vehicles and SMART cards used by public transport commuters.
Unfortunately, this explosive growth of geospatially-referenced data has far outpaced the planner’s ability to utilize and transform the data into insightful information thus creating an adverse impact on the return on the investment made to collect and manage this data.
Getting Started
Installing and Loading the R Packages
The code chunk below install and load tmap, sf, sp, DT, stplanr, performance, reshape2, ggpubr, units, tidyverse and knitr packages into R environment
Data Preparation
Importing Origin Destination Bus Stops Data Set
Import origin_destination_bus_202310.csv into R by using read_csv() of readr package. The output is R data frame class, pv.
pv <- read_csv("data/aspatial/origin_destination_bus_202310.csv")Rows: 5694297 Columns: 7
── Column specification ────────────────────────────────────────────────────────
Delimiter: ","
chr (5): YEAR_MONTH, DAY_TYPE, PT_TYPE, ORIGIN_PT_CODE, DESTINATION_PT_CODE
dbl (2): TIME_PER_HOUR, TOTAL_TRIPS
ℹ Use `spec()` to retrieve the full column specification for this data.
ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.Use head() function to print first few rows of the data frame to quickly inspect the dataset’s structure and content.
head(pv)# A tibble: 6 × 7
YEAR_MONTH DAY_TYPE TIME_PER_HOUR PT_TYPE ORIGIN_PT_CODE DESTINATION_PT_CODE
<chr> <chr> <dbl> <chr> <chr> <chr>
1 2023-10 WEEKENDS/… 16 BUS 04168 10051
2 2023-10 WEEKDAY 16 BUS 04168 10051
3 2023-10 WEEKENDS/… 14 BUS 80119 90079
4 2023-10 WEEKDAY 14 BUS 80119 90079
5 2023-10 WEEKDAY 17 BUS 44069 17229
6 2023-10 WEEKENDS/… 17 BUS 20281 20141
# ℹ 1 more variable: TOTAL_TRIPS <dbl>A quick check of pv tibble data frame shows that the values in ORIGIN_PT_CODE and DESTINATON_PT_CODE are in numeric data type. Hence, the code chunk below is used to convert these data values into character data type.
pv$ORIGIN_PT_CODE <- as.factor(pv$ORIGIN_PT_CODE)
pv$DESTINATION_PT_CODE <- as.factor(pv$DESTINATION_PT_CODE)For this study, we will extract commuting flows on weekday and between 6 and 9 o’clock.
pv6_9 <- pv %>%
filter(DAY_TYPE == "WEEKDAY") %>%
filter(TIME_PER_HOUR >= 6 &
TIME_PER_HOUR <= 9) %>%
group_by(ORIGIN_PT_CODE,
DESTINATION_PT_CODE) %>%
summarise(TRIPS = sum(TOTAL_TRIPS))`summarise()` has grouped output by 'ORIGIN_PT_CODE'. You can override using
the `.groups` argument.Table below shows the content of pv6_9
datatable(pv6_9)Warning in instance$preRenderHook(instance): It seems your data is too big for
client-side DataTables. You may consider server-side processing:
https://rstudio.github.io/DT/server.htmlSave the output into an rds file format.
write_rds(pv6_9, "data/rds/pv6_9.rds")The code chunk below will be used to import the save pv6_9.rds into R environment.
pv6_9 <- read_rds("data/rds/pv6_9.rds")Import Geospatial Data
For this exercise, we will be using the following geospatial data
BusStop: This data provides the location of bus stop as at last quarter of 2022.
busstop <- st_read(dsn = "data/geospatial",
layer = "BusStop") %>%
st_transform(crs = 3414)Reading layer `BusStop' from data source
`D:\zhphyo\ISSS624\Take-home_Ex2\data\geospatial' using driver `ESRI Shapefile'
Simple feature collection with 5161 features and 3 fields
Geometry type: POINT
Dimension: XY
Bounding box: xmin: 3970.122 ymin: 26482.1 xmax: 48284.56 ymax: 52983.82
Projected CRS: SVY21busstopSimple feature collection with 5161 features and 3 fields
Geometry type: POINT
Dimension: XY
Bounding box: xmin: 3970.122 ymin: 26482.1 xmax: 48284.56 ymax: 52983.82
Projected CRS: SVY21 / Singapore TM
First 10 features:
BUS_STOP_N BUS_ROOF_N LOC_DESC geometry
1 22069 B06 OPP CEVA LOGISTICS POINT (13576.31 32883.65)
2 32071 B23 AFT TRACK 13 POINT (13228.59 44206.38)
3 44331 B01 BLK 239 POINT (21045.1 40242.08)
4 96081 B05 GRACE INDEPENDENT CH POINT (41603.76 35413.11)
5 11561 B05 BLK 166 POINT (24568.74 30391.85)
6 66191 B03 AFT CORFE PL POINT (30951.58 38079.61)
7 23389 B02A PEC LTD POINT (12476.9 32211.6)
8 54411 B02 BLK 527 POINT (30329.45 39373.92)
9 28531 B09 BLK 536 POINT (14993.31 36905.61)
10 96139 B01 BLK 148 POINT (41642.81 36513.9)MPSZ-2019: This data provides the sub-zone boundary of URA Master Plan 2019
mpsz <- st_read(dsn = "data/geospatial",
layer = "MPSZ-2019") %>%
st_transform(crs = 3414)Reading layer `MPSZ-2019' from data source
`D:\zhphyo\ISSS624\Take-home_Ex2\data\geospatial' using driver `ESRI Shapefile'
Simple feature collection with 332 features and 6 fields
Geometry type: MULTIPOLYGON
Dimension: XY
Bounding box: xmin: 103.6057 ymin: 1.158699 xmax: 104.0885 ymax: 1.470775
Geodetic CRS: WGS 84mpszSimple feature collection with 332 features and 6 fields
Geometry type: MULTIPOLYGON
Dimension: XY
Bounding box: xmin: 2667.538 ymin: 15748.72 xmax: 56396.44 ymax: 50256.33
Projected CRS: SVY21 / Singapore TM
First 10 features:
SUBZONE_N SUBZONE_C PLN_AREA_N PLN_AREA_C REGION_N
1 MARINA EAST MESZ01 MARINA EAST ME CENTRAL REGION
2 INSTITUTION HILL RVSZ05 RIVER VALLEY RV CENTRAL REGION
3 ROBERTSON QUAY SRSZ01 SINGAPORE RIVER SR CENTRAL REGION
4 JURONG ISLAND AND BUKOM WISZ01 WESTERN ISLANDS WI WEST REGION
5 FORT CANNING MUSZ02 MUSEUM MU CENTRAL REGION
6 MARINA EAST (MP) MPSZ05 MARINE PARADE MP CENTRAL REGION
7 SUDONG WISZ03 WESTERN ISLANDS WI WEST REGION
8 SEMAKAU WISZ02 WESTERN ISLANDS WI WEST REGION
9 SOUTHERN GROUP SISZ02 SOUTHERN ISLANDS SI CENTRAL REGION
10 SENTOSA SISZ01 SOUTHERN ISLANDS SI CENTRAL REGION
REGION_C geometry
1 CR MULTIPOLYGON (((33222.98 29...
2 CR MULTIPOLYGON (((28481.45 30...
3 CR MULTIPOLYGON (((28087.34 30...
4 WR MULTIPOLYGON (((14557.7 304...
5 CR MULTIPOLYGON (((29542.53 31...
6 CR MULTIPOLYGON (((35279.55 30...
7 WR MULTIPOLYGON (((15772.59 21...
8 WR MULTIPOLYGON (((19843.41 21...
9 CR MULTIPOLYGON (((30870.53 22...
10 CR MULTIPOLYGON (((26879.04 26...Geospatial data wrangling
Create Hexagon Layer
Create hexagon layer using busstop.
hex_Grid <- st_make_grid(busstop, c(750), what = "polygons", square = FALSE)
# To sf and add grid ID
grid_sf = st_sf(hex_Grid) %>%
# add grid ID
mutate(grid_id = sprintf("G%05d", row_number()))
# count number of points in each grid
# https://gis.stackexchange.com/questions/323698/counting-points-in-polygons-with-sf-package-of-r
grid_sf$n_busstops = lengths(st_intersects(grid_sf, busstop))
# remove grid without value of 0 (i.e. no points in side that grid)
busstop_grid = filter(grid_sf, n_busstops > 0)Combine Busstop & mpsz
Code chunk below populates busstop_grid sf data frame into busstop sf data frame.
busstop_hex <- st_intersection(busstop, busstop_grid) %>%
select(BUS_STOP_N, grid_id) %>%
st_drop_geometry()Warning: attribute variables are assumed to be spatially constant throughout
all geometriesdatatable(busstop_hex)Combine pv6_9 with busstop_hex data
We are going to append the hexagon from busstop_hex data frame onto odbus6_9 data frame.
pv_data <- left_join(pv6_9 , busstop_hex,
by = c("ORIGIN_PT_CODE" = "BUS_STOP_N")) %>%
rename(ORIGIN_BS = ORIGIN_PT_CODE,
ORIGIN_SZ = grid_id,
DESTIN_BS = DESTINATION_PT_CODE)Warning in left_join(pv6_9, busstop_hex, by = c(ORIGIN_PT_CODE = "BUS_STOP_N")): Detected an unexpected many-to-many relationship between `x` and `y`.
ℹ Row 25632 of `x` matches multiple rows in `y`.
ℹ Row 3057 of `y` matches multiple rows in `x`.
ℹ If a many-to-many relationship is expected, set `relationship =
"many-to-many"` to silence this warning.Check for duplicating records.
duplicate <- pv_data %>%
group_by_all() %>%
filter(n()>1) %>%
ungroup()Duplicated records are found. The code chunk below will be used to retain the unique records.
pv_data <- unique(pv_data)Confirm if the duplicating records issue has been addressed fully.
duplicate <- pv_data %>%
group_by_all() %>%
filter(n()>1) %>%
ungroup()
print(nrow(duplicate))[1] 0we will update pv_data data frame with the hexagon.
pv_data <- left_join(pv_data , busstop_hex,
by = c("DESTIN_BS" = "BUS_STOP_N")) Warning in left_join(pv_data, busstop_hex, by = c(DESTIN_BS = "BUS_STOP_N")): Detected an unexpected many-to-many relationship between `x` and `y`.
ℹ Row 167 of `x` matches multiple rows in `y`.
ℹ Row 3146 of `y` matches multiple rows in `x`.
ℹ If a many-to-many relationship is expected, set `relationship =
"many-to-many"` to silence this warning.Check for duplicating records.
duplicate <- pv_data %>%
group_by_all() %>%
filter(n()>1) %>%
ungroup()Duplicated records are found. The code chunk below will be used to retain the unique records.
pv_data <- unique(pv_data)Confirm if the duplicating records issue has been addressed fully.
duplicate <- pv_data %>%
group_by_all() %>%
filter(n()>1) %>%
ungroup()
print(nrow(duplicate))[1] 0pv_data <- pv_data %>%
rename(DESTIN_SZ = grid_id) %>%
drop_na() %>%
group_by(ORIGIN_SZ, DESTIN_SZ) %>%
summarise(MORNING_PEAK = sum(TRIPS))`summarise()` has grouped output by 'ORIGIN_SZ'. You can override using the
`.groups` argument.Save the output into an rds file.
write_rds(pv_data, "data/rds/pv_data.rds")pv_data <- read_rds("data/rds/pv_data.rds")Visualising Spatial Interaction
Prepare a desire line by using stplanr package.
Removing intra-zonal flows
We will not plot the intra-zonal flows. The code chunk below will be used to remove intra-zonal flows.
pv_data1 <- pv_data[pv_data$ORIGIN_SZ!=pv_data$DESTIN_SZ,]Creating desire lines
In this code chunk below, od2line() of stplanr package is used to create the desire lines.
flowLine <- od2line(flow = pv_data1,
zones = busstop_grid,
zone_code = "grid_id")Creating centroids representing desire line start and end points.Visualising the desire lines
To visualise the resulting desire lines, the code chunk below is used.
tmap_mode("plot")tmap mode set to plottingtmap_options(check.and.fix = TRUE)
tm_shape(mpsz) +
tm_polygons() +
tm_shape(busstop_grid) +
tm_borders()Warning: The shape mpsz is invalid. See sf::st_is_valid
flowLine %>%
tm_shape() +
tm_lines(lwd = "MORNING_PEAK",
style = "quantile",
scale = c(0.1, 1, 3, 5, 7, 10),
n = 6,
alpha = 0.3)Warning in g$scale * (w_legend/maxW): longer object length is not a multiple of
shorter object lengthWarning in g$scale * (x/maxW): longer object length is not a multiple of
shorter object lengthLegend labels were too wide. Therefore, legend.text.size has been set to 0.49. Increase legend.width (argument of tm_layout) to make the legend wider and therefore the labels larger.
Visualising the desire lines (Morning Peak >= 5000)
When the flow data are very messy and highly skewed like the one shown above, it is wiser to focus on selected flows, for example flow greater than or equal to 5000 as shown below.
tmap_mode("plot")tmap mode set to plottingtmap_options(check.and.fix = TRUE)
tm_shape(mpsz) +
tm_polygons() +
tm_shape(busstop_grid) +
tm_polygons() +
flowLine %>%
filter(MORNING_PEAK >= 5000) %>%
tm_shape() +
tm_lines(lwd = "MORNING_PEAK",
style = "quantile",
scale = c(0.1, 1, 3, 5, 7, 10),
n = 6,
alpha = 0.3)Warning: The shape mpsz is invalid. See sf::st_is_validWarning in g$scale * (w_legend/maxW): longer object length is not a multiple of
shorter object lengthLegend labels were too wide. Therefore, legend.text.size has been set to 0.49. Increase legend.width (argument of tm_layout) to make the legend wider and therefore the labels larger.
Preparing Spatial Interaction Modelling Variables
As we are interested in the factors that influence weekday morning peak (6AM - 9am) peak period bus commuting patterns, we will consider the following variables.
Attractiveness variable
Business data - Passengers commuting to their workplaces.
F&B data - Passengers visiting food and beverage outlets, either for dining or working.
FinServ data - People visiting the financial centers, either to get the services or work within the Financial sector.
Propulsive variable
Bus Stop - Passengers started their journey or align at the bus stop to transfer to another bus in order to reach their final destination
Train Exit - Passengers align at the train station and transfer to bus to reach their final destination
HDB - Residents in the area are the potential to become bus passengers
Business data
Importing business data
business_sf <- st_read(dsn = "data/geospatial", layer = "Business")Reading layer `Business' from data source
`D:\zhphyo\ISSS624\Take-home_Ex2\data\geospatial' using driver `ESRI Shapefile'
Simple feature collection with 6550 features and 3 fields
Geometry type: POINT
Dimension: XY
Bounding box: xmin: 3669.148 ymin: 25408.41 xmax: 47034.83 ymax: 50148.54
Projected CRS: SVY21 / Singapore TMbusiness_sf <- business_sf %>%
st_transform(crs = 3414)Performing point-in-polygon count process
We will count the number of schools located inside the hexagon grid.
busstop_grid$`BIZ_COUNT`<- lengths(
st_intersects(busstop_grid, business_sf))summary(busstop_grid$BIZ_COUNT) Min. 1st Qu. Median Mean 3rd Qu. Max.
0.000 0.000 1.000 7.273 7.000 97.000 tmap_mode("plot")tmap mode set to plottingtmap_options(check.and.fix = TRUE)
tm_shape(mpsz) +
tm_polygons() +
tm_shape(busstop_grid) +
tm_polygons() +
tm_shape(business_sf) +
tm_dots(col = "blue", size = 0.001) Warning: The shape mpsz is invalid. See sf::st_is_valid
F&B data
Importing F&B data
fnb_sf <- st_read(dsn = "data/geospatial", layer = "F&B")Reading layer `F&B' from data source
`D:\zhphyo\ISSS624\Take-home_Ex2\data\geospatial' using driver `ESRI Shapefile'
Simple feature collection with 1919 features and 3 fields
Geometry type: POINT
Dimension: XY
Bounding box: xmin: 6010.495 ymin: 25343.27 xmax: 45462.43 ymax: 48796.21
Projected CRS: SVY21 / Singapore TMfnb_sf <- fnb_sf %>%
st_transform(crs = 3414)Performing point-in-polygon count process
We will count the number of F&B located inside the hexagon grid.
busstop_grid$`FnB_COUNT`<- lengths(
st_intersects(busstop_grid, fnb_sf))summary(busstop_grid$FnB_COUNT) Min. 1st Qu. Median Mean 3rd Qu. Max.
0.000 0.000 0.000 2.204 1.000 133.000 tmap_mode("plot")tmap mode set to plottingtmap_options(check.and.fix = TRUE)
tm_shape(mpsz) +
tm_polygons() +
tm_shape(busstop_grid) +
tm_polygons() +
tm_shape(fnb_sf) +
tm_dots(col = "blue", size = 0.001) Warning: The shape mpsz is invalid. See sf::st_is_valid
FinServ data
Importing FinServ data
finServ_sf <- st_read(dsn = "data/geospatial", layer = "FinServ")Reading layer `FinServ' from data source
`D:\zhphyo\ISSS624\Take-home_Ex2\data\geospatial' using driver `ESRI Shapefile'
Simple feature collection with 3320 features and 3 fields
Geometry type: POINT
Dimension: XY
Bounding box: xmin: 4881.527 ymin: 25171.88 xmax: 46526.16 ymax: 49338.02
Projected CRS: SVY21 / Singapore TMfinServ_sf <- finServ_sf %>%
st_transform(crs = 3414)Performing point-in-polygon count process
We will count the number of retails located inside the hexagon grid.
busstop_grid$`FINSERV_COUNT`<- lengths(
st_intersects(busstop_grid, finServ_sf))summary(busstop_grid$FINSERV_COUNT) Min. 1st Qu. Median Mean 3rd Qu. Max.
0.000 0.000 1.000 3.922 4.000 139.000 tmap_mode("plot")tmap mode set to plottingtmap_options(check.and.fix = TRUE)
tm_shape(mpsz) +
tm_polygons() +
tm_shape(busstop_grid) +
tm_polygons() +
tm_shape(finServ_sf) +
tm_dots(col = "blue", size = 0.001) Warning: The shape mpsz is invalid. See sf::st_is_valid
Busstop data
Importing Busstop data
busstop data imported in previous section.
busstopSimple feature collection with 5161 features and 3 fields
Geometry type: POINT
Dimension: XY
Bounding box: xmin: 3970.122 ymin: 26482.1 xmax: 48284.56 ymax: 52983.82
Projected CRS: SVY21 / Singapore TM
First 10 features:
BUS_STOP_N BUS_ROOF_N LOC_DESC geometry
1 22069 B06 OPP CEVA LOGISTICS POINT (13576.31 32883.65)
2 32071 B23 AFT TRACK 13 POINT (13228.59 44206.38)
3 44331 B01 BLK 239 POINT (21045.1 40242.08)
4 96081 B05 GRACE INDEPENDENT CH POINT (41603.76 35413.11)
5 11561 B05 BLK 166 POINT (24568.74 30391.85)
6 66191 B03 AFT CORFE PL POINT (30951.58 38079.61)
7 23389 B02A PEC LTD POINT (12476.9 32211.6)
8 54411 B02 BLK 527 POINT (30329.45 39373.92)
9 28531 B09 BLK 536 POINT (14993.31 36905.61)
10 96139 B01 BLK 148 POINT (41642.81 36513.9)Performing point-in-polygon count process
busstop_grid$`BUSSTOP_COUNT`<- lengths(
st_intersects(busstop_grid, busstop))summary(busstop_grid$BUSSTOP_COUNT) Min. 1st Qu. Median Mean 3rd Qu. Max.
1.000 3.000 6.000 6.188 9.000 19.000 tmap_mode("plot")tmap mode set to plottingtmap_options(check.and.fix = TRUE)
tm_shape(mpsz) +
tm_polygons() +
tm_shape(busstop_grid) +
tm_polygons() +
tm_shape(busstop) +
tm_dots(col = "blue", size = 0.001) Warning: The shape mpsz is invalid. See sf::st_is_valid
Train Station Exit Layer data
Importing Train Station Exit Layer data
texit_sf <- st_read(dsn = "data/geospatial", layer = "Train_Station_Exit_Layer")Reading layer `Train_Station_Exit_Layer' from data source
`D:\zhphyo\ISSS624\Take-home_Ex2\data\geospatial' using driver `ESRI Shapefile'
Simple feature collection with 565 features and 2 fields
Geometry type: POINT
Dimension: XY
Bounding box: xmin: 6134.086 ymin: 27499.7 xmax: 45356.36 ymax: 47865.92
Projected CRS: SVY21texit_sf <- texit_sf %>%
st_transform(crs = 3414)Performing point-in-polygon count process
We will count the number of retails located inside the hexagon grid.
busstop_grid$`TEXIT_COUNT`<- lengths(
st_intersects(busstop_grid, texit_sf))summary(busstop_grid$TEXIT_COUNT) Min. 1st Qu. Median Mean 3rd Qu. Max.
0.0000 0.0000 0.0000 0.6715 0.0000 13.0000 tmap_mode("plot")tmap mode set to plottingtmap_options(check.and.fix = TRUE)
tm_shape(mpsz) +
tm_polygons() +
tm_shape(busstop_grid) +
tm_polygons() +
tm_shape(texit_sf) +
tm_dots(col = "blue", size = 0.001) Warning: The shape mpsz is invalid. See sf::st_is_valid
HDB data
Import HDB Data
hdb <- read.csv("data/aspatial/hdb.csv")Tidying the data by selecting only the necessary fields as well as rename some fields.
hdb <- hdb %>%
rename(latitude = "lat",
longitude = "lng") %>%
select(postal, addr, latitude, longitude)Converting an aspatial data into sf tibble data.frame
Convert hdb tibble data.frame data into a simple feature tibble data.frame called hdb_sf by using values in latitude and longitude fields.
Refer to st_as_sf() of sf package.
hdb_sf <- st_as_sf(hdb,
coords = c("longitude", "latitude"),
crs=4326) %>%
st_transform(crs = 3414)Performing point-in-polygon count process
We will count the number of hdb located inside the hexagon grid.
busstop_grid$`HDB_COUNT`<- lengths(
st_intersects(busstop_grid, hdb_sf))summary(busstop_grid$HDB_COUNT) Min. 1st Qu. Median Mean 3rd Qu. Max.
0.00 0.00 0.00 14.85 27.00 103.00 tmap_mode("plot")tmap mode set to plottingtmap_options(check.and.fix = TRUE)
tm_shape(mpsz) +
tm_polygons() +
tm_shape(busstop_grid) +
tm_polygons() +
tm_shape(hdb_sf) +
tm_dots(col = "blue", size = 0.001) Warning: The shape mpsz is invalid. See sf::st_is_valid
Join propulsive and attractiveness variable with pv_data
Tidy up the busstop_grid
busstop_grid_tidy <- busstop_grid %>%
st_drop_geometry() %>%
select(grid_id, BIZ_COUNT, FnB_COUNT, FINSERV_COUNT, BUSSTOP_COUNT, TEXIT_COUNT, HDB_COUNT)Join propulsive variable to form flow data
flow_data <- pv_data1 %>%
left_join(busstop_grid_tidy,
by = c("ORIGIN_SZ" = "grid_id")) %>%
rename(
ORIG_HDB_COUNT = HDB_COUNT,
ORIG_BUSSTOP_COUNT = BUSSTOP_COUNT,
ORIG_TEXIT_COUNT = TEXIT_COUNT) %>%
select (-c(BIZ_COUNT,FnB_COUNT,FINSERV_COUNT))Join attractive variable to form flow data
flow_data <- flow_data %>%
left_join(busstop_grid_tidy,
by = c("DESTIN_SZ" = "grid_id")) %>%
rename(
DEST_BIZ_COUNT = BIZ_COUNT,
DEST_FnB_COUNT = FnB_COUNT,
DEST_FINSERV_COUNT = FINSERV_COUNT) %>%
select (-c(HDB_COUNT,BUSSTOP_COUNT,TEXIT_COUNT))Checking for variables with zero values
Since Poisson Regression is based of log and log 0 is undefined, it is important for us to ensure that no 0 values in the explanatory variables.
In the code chunk below, summary() of Base R is used to compute the summary statistics of all variables in wd_od data frame.
summary(flow_data) ORIGIN_SZ DESTIN_SZ MORNING_PEAK ORIG_BUSSTOP_COUNT
Length:65140 Length:65140 Min. : 1.0 Min. : 1.000
Class :character Class :character 1st Qu.: 7.0 1st Qu.: 5.000
Mode :character Mode :character Median : 38.0 Median : 8.000
Mean : 375.3 Mean : 7.907
3rd Qu.: 175.0 3rd Qu.:10.000
Max. :97602.0 Max. :19.000
ORIG_TEXIT_COUNT ORIG_HDB_COUNT DEST_BIZ_COUNT DEST_FnB_COUNT
Min. : 0.000 Min. : 0.00 Min. : 0.000 Min. : 0.000
1st Qu.: 0.000 1st Qu.: 0.00 1st Qu.: 0.000 1st Qu.: 0.000
Median : 0.000 Median : 11.00 Median : 1.000 Median : 0.000
Mean : 1.263 Mean : 20.75 Mean : 7.295 Mean : 5.775
3rd Qu.: 2.000 3rd Qu.: 36.00 3rd Qu.: 6.000 3rd Qu.: 2.000
Max. :13.000 Max. :103.00 Max. :97.000 Max. :133.000
DEST_FINSERV_COUNT
Min. : 0.000
1st Qu.: 1.000
Median : 3.000
Mean : 8.616
3rd Qu.: 9.000
Max. :139.000 Code chunk below will be used to replace zero values to 0.99.
flow_data$DEST_BIZ_COUNT <- ifelse(
flow_data$DEST_BIZ_COUNT == 0,
0.99, flow_data$DEST_BIZ_COUNT)
flow_data$DEST_FnB_COUNT <- ifelse(
flow_data$DEST_FnB_COUNT == 0,
0.99, flow_data$DEST_FnB_COUNT)
flow_data$DEST_FINSERV_COUNT <- ifelse(
flow_data$DEST_FINSERV_COUNT == 0,
0.99, flow_data$DEST_FINSERV_COUNT)
flow_data$ORIG_BUSSTOP_COUNT <- ifelse(
flow_data$ORIG_BUSSTOP_COUNT == 0,
0.99, flow_data$ORIG_BUSSTOP_COUNT)
flow_data$ORIG_TEXIT_COUNT <- ifelse(
flow_data$ORIG_TEXIT_COUNT == 0,
0.99, flow_data$ORIG_TEXIT_COUNT)
flow_data$ORIG_HDB_COUNT <- ifelse(
flow_data$ORIG_HDB_COUNT == 0,
0.99, flow_data$ORIG_HDB_COUNT)Run the summary() again to check.
summary(flow_data) ORIGIN_SZ DESTIN_SZ MORNING_PEAK ORIG_BUSSTOP_COUNT
Length:65140 Length:65140 Min. : 1.0 Min. : 1.000
Class :character Class :character 1st Qu.: 7.0 1st Qu.: 5.000
Mode :character Mode :character Median : 38.0 Median : 8.000
Mean : 375.3 Mean : 7.907
3rd Qu.: 175.0 3rd Qu.:10.000
Max. :97602.0 Max. :19.000
ORIG_TEXIT_COUNT ORIG_HDB_COUNT DEST_BIZ_COUNT DEST_FnB_COUNT
Min. : 0.99 Min. : 0.99 Min. : 0.990 Min. : 0.990
1st Qu.: 0.99 1st Qu.: 0.99 1st Qu.: 0.990 1st Qu.: 0.990
Median : 0.99 Median : 11.00 Median : 1.000 Median : 0.990
Mean : 1.89 Mean : 21.09 Mean : 7.724 Mean : 6.303
3rd Qu.: 2.00 3rd Qu.: 36.00 3rd Qu.: 6.000 3rd Qu.: 2.000
Max. :13.00 Max. :103.00 Max. :97.000 Max. :133.000
DEST_FINSERV_COUNT
Min. : 0.990
1st Qu.: 1.000
Median : 3.000
Mean : 8.853
3rd Qu.: 9.000
Max. :139.000 Save the output into an rds file.
write_rds(flow_data, "data/rds/flow_data.rds")Computing the distance matrix
Converting from sf data.table to SpatialPolygonsDataFrame
First as.Spatial() will be used to convert mpsz from sf tibble data frame to SpatialPolygonsDataFrame of sp object as shown in the code chunk below.
busstop_grid_sp <- as(busstop_grid, "Spatial")
busstop_grid_spclass : SpatialPolygonsDataFrame
features : 834
extent : 3595.122, 48595.12, 26049.09, 53545.39 (xmin, xmax, ymin, ymax)
crs : +proj=tmerc +lat_0=1.36666666666667 +lon_0=103.833333333333 +k=1 +x_0=28001.642 +y_0=38744.572 +ellps=WGS84 +towgs84=0,0,0,0,0,0,0 +units=m +no_defs
variables : 8
names : grid_id, n_busstops, BIZ_COUNT, FnB_COUNT, FINSERV_COUNT, BUSSTOP_COUNT, TEXIT_COUNT, HDB_COUNT
min values : G00023, 1, 0, 0, 0, 1, 0, 0
max values : G02505, 19, 97, 133, 139, 19, 13, 103 Computing the distance matrix
Next, spDists() of sp package will be used to compute the Euclidean distance between the centroids of the trid.
dist <- spDists(busstop_grid_sp,
longlat = FALSE)
head(dist, n=c(10, 10)) [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8]
[1,] 0.000 750.000 3269.174 1500.000 2704.163 3968.627 1299.038 2250.000
[2,] 750.000 0.000 2598.076 750.000 1984.313 3269.174 750.000 1500.000
[3,] 3269.174 2598.076 0.000 1984.313 750.000 750.000 2704.163 1500.000
[4,] 1500.000 750.000 1984.313 0.000 1299.038 2598.076 750.000 750.000
[5,] 2704.163 1984.313 750.000 1299.038 0.000 1299.038 1984.313 750.000
[6,] 3968.627 3269.174 750.000 2598.076 1299.038 0.000 3269.174 1984.313
[7,] 1299.038 750.000 2704.163 750.000 1984.313 3269.174 0.000 1299.038
[8,] 2250.000 1500.000 1500.000 750.000 750.000 1984.313 1299.038 0.000
[9,] 3436.932 2704.163 750.000 1984.313 750.000 750.000 2598.076 1299.038
[10,] 4683.748 3968.627 1500.000 3269.174 1984.313 750.000 3897.114 2598.076
[,9] [,10]
[1,] 3436.932 4683.748
[2,] 2704.163 3968.627
[3,] 750.000 1500.000
[4,] 1984.313 3269.174
[5,] 750.000 1984.313
[6,] 750.000 750.000
[7,] 2598.076 3897.114
[8,] 1299.038 2598.076
[9,] 0.000 1299.038
[10,] 1299.038 0.000Label column and row headers of a distance matrix
First, we will create a list sorted according to the the distance matrix by grid_id.
sz_names <- busstop_grid_sp$grid_idNext we will attach grid_id to row and column for distance matrix matching ahead.
colnames(dist) <- paste0(sz_names)
rownames(dist) <- paste0(sz_names)Pivoting distance value by grid_id
distPair <- melt(dist) %>%
rename(dist = value)
head(distPair, 10) Var1 Var2 dist
1 G00023 G00023 0.000
2 G00044 G00023 750.000
3 G00046 G00023 3269.174
4 G00066 G00023 1500.000
5 G00067 G00023 2704.163
6 G00068 G00023 3968.627
7 G00086 G00023 1299.038
8 G00087 G00023 2250.000
9 G00088 G00023 3436.932
10 G00089 G00023 4683.748Notice that the within zone distance is 0.
Update intra-zonal distances
We are going to append a constant value to replace the intra-zonal distance of 0.
First, we will select and find out the minimum value of the distance by using summary().
distPair %>%
filter(dist > 0) %>%
summary() Var1 Var2 dist
G00023 : 833 G00023 : 833 Min. : 750
G00044 : 833 G00044 : 833 1st Qu.: 8352
G00046 : 833 G00046 : 833 Median :13332
G00066 : 833 G00066 : 833 Mean :14162
G00067 : 833 G00067 : 833 3rd Qu.:18929
G00068 : 833 G00068 : 833 Max. :44680
(Other):689724 (Other):689724 Next, a constant distance value of 50m is added into intra-zones distance.
distPair$dist <- ifelse(distPair$dist == 0,
50, distPair$dist)The code chunk below will be used to check the result data.frame.
distPair %>%
summary() Var1 Var2 dist
G00023 : 834 G00023 : 834 Min. : 50
G00044 : 834 G00044 : 834 1st Qu.: 8250
G00046 : 834 G00046 : 834 Median :13332
G00066 : 834 G00066 : 834 Mean :14145
G00067 : 834 G00067 : 834 3rd Qu.:18929
G00068 : 834 G00068 : 834 Max. :44680
(Other):690552 (Other):690552 The code chunk below is used to rename the origin and destination fields.
distPair <- distPair %>%
rename(orig = Var1,
dest = Var2)Save the output into an rds file.
write_rds(distPair, "data/rds/distPair.rds")Spatial Interaction Modelling
Preparing flow data
flow_data <- read_rds("data/rds/flow_data.rds")head(flow_data, 10)# A tibble: 10 × 9
# Groups: ORIGIN_SZ [2]
ORIGIN_SZ DESTIN_SZ MORNING_PEAK ORIG_BUSSTOP_COUNT ORIG_TEXIT_COUNT
<chr> <chr> <dbl> <int> <dbl>
1 G00023 G00067 1 1 0.99
2 G00023 G00087 1 1 0.99
3 G00023 G00128 4 1 0.99
4 G00023 G00154 3 1 0.99
5 G00023 G00175 93 1 0.99
6 G00023 G00176 1 1 0.99
7 G00044 G00023 1 1 0.99
8 G00044 G00067 2 1 0.99
9 G00044 G00086 1 1 0.99
10 G00044 G00088 2 1 0.99
# ℹ 4 more variables: ORIG_HDB_COUNT <dbl>, DEST_BIZ_COUNT <dbl>,
# DEST_FnB_COUNT <dbl>, DEST_FINSERV_COUNT <dbl>Separating intra-flow from passenger volume df
Code chunk below is used to add three new fields in flow_data dataframe.
flow_data$FlowNoIntra <- ifelse(
flow_data$ORIGIN_SZ == flow_data$DESTIN_SZ,
0, flow_data$MORNING_PEAK)
flow_data$offset <- ifelse(
flow_data$ORIGIN_SZ == flow_data$DESTIN_SZ,
0.000001, 1)Combining passenger volume data with distance value
Before we can join flow_data and distPair, we need to convert data value type of ORIGIN_SZ and DESTIN_SZ fields of flow_data dataframe into factor data type.
flow_data$ORIGIN_SZ <- as.factor(flow_data$ORIGIN_SZ)
flow_data$DESTIN_SZ <- as.factor(flow_data$DESTIN_SZ)Now, left_join() of dplyr will be used to flow_data dataframe and distPair dataframe. The output is called flow_data1.
flow_data1 <- flow_data %>%
left_join (distPair,
by = c("ORIGIN_SZ" = "orig",
"DESTIN_SZ" = "dest"))glimpse(flow_data1)Rows: 65,140
Columns: 12
Groups: ORIGIN_SZ [816]
$ ORIGIN_SZ <fct> G00023, G00023, G00023, G00023, G00023, G00023, G00…
$ DESTIN_SZ <fct> G00067, G00087, G00128, G00154, G00175, G00176, G00…
$ MORNING_PEAK <dbl> 1, 1, 4, 3, 93, 1, 1, 2, 1, 2, 3, 1, 2, 40, 1, 1, 3…
$ ORIG_BUSSTOP_COUNT <int> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, …
$ ORIG_TEXIT_COUNT <dbl> 0.99, 0.99, 0.99, 0.99, 0.99, 0.99, 0.99, 0.99, 0.9…
$ ORIG_HDB_COUNT <dbl> 0.99, 0.99, 0.99, 0.99, 0.99, 0.99, 0.99, 0.99, 0.9…
$ DEST_BIZ_COUNT <dbl> 50.00, 3.00, 6.00, 42.00, 44.00, 0.99, 0.99, 50.00,…
$ DEST_FnB_COUNT <dbl> 0.99, 0.99, 0.99, 0.99, 0.99, 0.99, 0.99, 0.99, 0.9…
$ DEST_FINSERV_COUNT <dbl> 1.00, 0.99, 0.99, 0.99, 0.99, 0.99, 0.99, 1.00, 0.9…
$ FlowNoIntra <dbl> 1, 1, 4, 3, 93, 1, 1, 2, 1, 2, 3, 1, 2, 40, 1, 1, 3…
$ offset <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, …
$ dist <dbl> 2704.163, 2250.000, 1984.313, 6873.864, 7611.669, 8…Save the output into an rds file.
write_rds(flow_data1, "data/rds/SIM_data.rds")Calibrating Spatial Interaction Models
Importing the modelling data
Import the modelling data by using the code chunk below.
SIM_data <- read_rds("data/rds/SIM_data.rds")Visualising the dependent variable
Firstly, let us plot the distribution of the dependent variable (i.e. MORNING_PEAK) by using histogram method by using the code chunk below.
ggplot(data = SIM_data,
aes(x = MORNING_PEAK)) +
geom_histogram()`stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
Notice that the distribution is highly skewed and not resemble bell shape or also known as normal distribution.
Next, let us visualise the relation between the dependent variable and one of the key independent variable in Spatial Interaction Model, namely distance.
ggplot(data = SIM_data,
aes(x = dist,
y = MORNING_PEAK)) +
geom_point() +
geom_smooth(method = lm)`geom_smooth()` using formula = 'y ~ x'
Notice that their relationship hardly resemble linear relationship.
On the other hand, plot the scatter plot by using the log transformed version of both variables, we can see that their relationship is more resemble linear relationship.
ggplot(data = SIM_data,
aes(x = log(dist),
y = log(MORNING_PEAK))) +
geom_point() +
geom_smooth(method = lm)`geom_smooth()` using formula = 'y ~ x'
Checking for variables with zero values
Since Poisson Regression is based of log and log 0 is undefined, it is important for us to ensure that no 0 values in the explanatory variables.
In the code chunk below, summary() of Base R is used to compute the summary statistics of all variables in SIM_data data frame.
summary(SIM_data) ORIGIN_SZ DESTIN_SZ MORNING_PEAK ORIG_BUSSTOP_COUNT
G01960 : 294 G01474 : 354 Min. : 1.0 Min. : 1.000
G01474 : 293 G01452 : 335 1st Qu.: 7.0 1st Qu.: 5.000
G01477 : 293 G01516 : 324 Median : 38.0 Median : 8.000
G01496 : 283 G01494 : 296 Mean : 375.3 Mean : 7.907
G01812 : 279 G01477 : 295 3rd Qu.: 175.0 3rd Qu.:10.000
G01749 : 277 G01432 : 289 Max. :97602.0 Max. :19.000
(Other):63421 (Other):63247
ORIG_TEXIT_COUNT ORIG_HDB_COUNT DEST_BIZ_COUNT DEST_FnB_COUNT
Min. : 0.99 Min. : 0.99 Min. : 0.990 Min. : 0.990
1st Qu.: 0.99 1st Qu.: 0.99 1st Qu.: 0.990 1st Qu.: 0.990
Median : 0.99 Median : 11.00 Median : 1.000 Median : 0.990
Mean : 1.89 Mean : 21.09 Mean : 7.724 Mean : 6.303
3rd Qu.: 2.00 3rd Qu.: 36.00 3rd Qu.: 6.000 3rd Qu.: 2.000
Max. :13.00 Max. :103.00 Max. :97.000 Max. :133.000
DEST_FINSERV_COUNT FlowNoIntra offset dist
Min. : 0.990 Min. : 1.0 Min. :1 Min. : 750
1st Qu.: 1.000 1st Qu.: 7.0 1st Qu.:1 1st Qu.: 3000
Median : 3.000 Median : 38.0 Median :1 Median : 5408
Mean : 8.853 Mean : 375.3 Mean :1 Mean : 6341
3rd Qu.: 9.000 3rd Qu.: 175.0 3rd Qu.:1 3rd Qu.: 8842
Max. :139.000 Max. :97602.0 Max. :1 Max. :24784
All the 0 values have been replaced by 0.99 in previous section.
R-squared function
In order to measure how much variation of the trips can be accounted by the model we will write a function to calculate R-Squared value as shown below.
CalcRSquared <- function(observed,estimated){
r <- cor(observed,estimated)
R2 <- r^2
R2
}Unconstrained Spatial Interaction Model
In this section, we will calibrate an unconstrained spatial interaction model by using glm() of Base Stats.
uncSIM <- glm(formula = MORNING_PEAK ~
log(ORIG_BUSSTOP_COUNT) +
log(ORIG_TEXIT_COUNT) +
log(ORIG_HDB_COUNT) +
log(DEST_BIZ_COUNT) +
log(DEST_FnB_COUNT) +
log(DEST_FINSERV_COUNT) +
log(dist),
family = poisson(link = "log"),
data = SIM_data,
na.action = na.exclude)
uncSIM
Call: glm(formula = MORNING_PEAK ~ log(ORIG_BUSSTOP_COUNT) + log(ORIG_TEXIT_COUNT) +
log(ORIG_HDB_COUNT) + log(DEST_BIZ_COUNT) + log(DEST_FnB_COUNT) +
log(DEST_FINSERV_COUNT) + log(dist), family = poisson(link = "log"),
data = SIM_data, na.action = na.exclude)
Coefficients:
(Intercept) log(ORIG_BUSSTOP_COUNT) log(ORIG_TEXIT_COUNT)
15.4553 0.2473 0.1872
log(ORIG_HDB_COUNT) log(DEST_BIZ_COUNT) log(DEST_FnB_COUNT)
0.3639 0.0500 -0.2299
log(DEST_FINSERV_COUNT) log(dist)
0.4514 -1.4474
Degrees of Freedom: 65139 Total (i.e. Null); 65132 Residual
Null Deviance: 98770000
Residual Deviance: 48520000 AIC: 48880000Next, we will compute the R-squared of the unconstrained SIM by using the code chunk below.
CalcRSquared(uncSIM$data$MORNING_PEAK, uncSIM$fitted.values)[1] 0.2386204r2_mcfadden(uncSIM)# R2 for Generalized Linear Regression
R2: 0.507
adj. R2: 0.507Analysis
This model suggests that increases in bus stop, train exits and hdb at source and in the business count and financial services count at destinaion are associated with an increase in the number of trips. Increase in F&B Outlet doesn’t have much impact on trips generation to destination. When the distance increases, the number of trips will decreases.
Origin (Production) constrained SIM
In this section, we will fit an origin constrained SIM by using the code3 chunk below.
orcSIM <- glm(formula = MORNING_PEAK ~
ORIGIN_SZ +
log(DEST_BIZ_COUNT) +
log(DEST_FnB_COUNT) +
log(DEST_FINSERV_COUNT) +
log(dist),
family = poisson(link = "log"),
data = SIM_data,
na.action = na.exclude)
summary(orcSIM)
Call:
glm(formula = MORNING_PEAK ~ ORIGIN_SZ + log(DEST_BIZ_COUNT) +
log(DEST_FnB_COUNT) + log(DEST_FINSERV_COUNT) + log(dist),
family = poisson(link = "log"), data = SIM_data, na.action = na.exclude)
Coefficients:
Estimate Std. Error z value Pr(>|z|)
(Intercept) 14.6669805 0.0985530 148.823 < 2e-16 ***
ORIGIN_SZG00044 -2.1083485 0.1700998 -12.395 < 2e-16 ***
ORIGIN_SZG00046 -1.3252600 0.1316896 -10.064 < 2e-16 ***
ORIGIN_SZG00066 -1.2452022 0.1591628 -7.823 5.14e-15 ***
ORIGIN_SZG00067 0.7214131 0.1016084 7.100 1.25e-12 ***
ORIGIN_SZG00068 -2.1714180 0.1624045 -13.370 < 2e-16 ***
ORIGIN_SZG00086 -0.5192396 0.1229333 -4.224 2.40e-05 ***
ORIGIN_SZG00087 -0.4506210 0.1276227 -3.531 0.000414 ***
ORIGIN_SZG00088 1.2809684 0.1002534 12.777 < 2e-16 ***
ORIGIN_SZG00089 -0.4807217 0.1102976 -4.358 1.31e-05 ***
ORIGIN_SZG00090 -1.5856130 0.1650829 -9.605 < 2e-16 ***
ORIGIN_SZG00109 -0.8629126 0.1396870 -6.177 6.51e-10 ***
ORIGIN_SZG00110 0.1478908 0.1218060 1.214 0.224690
ORIGIN_SZG00111 2.4752696 0.0991723 24.959 < 2e-16 ***
ORIGIN_SZG00112 -1.5312966 0.1175745 -13.024 < 2e-16 ***
ORIGIN_SZG00128 1.7211631 0.1010117 17.039 < 2e-16 ***
ORIGIN_SZG00129 -1.0567175 0.2131264 -4.958 7.12e-07 ***
ORIGIN_SZG00130 -0.9729166 0.1154619 -8.426 < 2e-16 ***
ORIGIN_SZG00131 -0.1884419 0.1046458 -1.801 0.071741 .
ORIGIN_SZG00132 -0.5504852 0.1095784 -5.024 5.07e-07 ***
ORIGIN_SZG00133 -0.6510117 0.1054940 -6.171 6.78e-10 ***
ORIGIN_SZG00134 1.5474882 0.1012351 15.286 < 2e-16 ***
ORIGIN_SZG00150 2.0068685 0.1004788 19.973 < 2e-16 ***
ORIGIN_SZG00151 -0.3455830 0.1146509 -3.014 0.002576 **
ORIGIN_SZG00152 -0.9193620 0.1276224 -7.204 5.86e-13 ***
ORIGIN_SZG00153 -0.3923233 0.1069238 -3.669 0.000243 ***
ORIGIN_SZG00154 2.3438810 0.0989250 23.694 < 2e-16 ***
ORIGIN_SZG00155 -0.5573200 0.1038450 -5.367 8.01e-08 ***
ORIGIN_SZG00156 0.4013803 0.1058037 3.794 0.000148 ***
ORIGIN_SZG00172 1.0277290 0.1243206 8.267 < 2e-16 ***
ORIGIN_SZG00174 -0.3322417 0.1088571 -3.052 0.002273 **
ORIGIN_SZG00175 1.9049263 0.0990363 19.235 < 2e-16 ***
ORIGIN_SZG00176 3.0935286 0.0987033 31.342 < 2e-16 ***
ORIGIN_SZG00195 -1.3360743 0.1274540 -10.483 < 2e-16 ***
ORIGIN_SZG00196 -0.8974519 0.1070652 -8.382 < 2e-16 ***
ORIGIN_SZG00197 -1.5674394 0.1475016 -10.627 < 2e-16 ***
ORIGIN_SZG00215 -0.7276972 0.1284962 -5.663 1.49e-08 ***
ORIGIN_SZG00216 3.3081656 0.0986545 33.533 < 2e-16 ***
ORIGIN_SZG00217 0.7260965 0.1006036 7.217 5.30e-13 ***
ORIGIN_SZG00237 -1.8979791 0.1846586 -10.278 < 2e-16 ***
ORIGIN_SZG00238 -0.7082454 0.1109626 -6.383 1.74e-10 ***
ORIGIN_SZG00239 -1.5036752 0.1863022 -8.071 6.96e-16 ***
ORIGIN_SZG00257 -0.8520989 0.1135485 -7.504 6.18e-14 ***
ORIGIN_SZG00258 0.0323310 0.1021768 0.316 0.751682
ORIGIN_SZG00259 -0.1883900 0.1064390 -1.770 0.076738 .
ORIGIN_SZG00278 0.2654535 0.1057111 2.511 0.012035 *
ORIGIN_SZG00279 -0.8417539 0.1074247 -7.836 4.66e-15 ***
ORIGIN_SZG00280 -0.4854995 0.1083752 -4.480 7.47e-06 ***
ORIGIN_SZG00298 -3.1314298 0.3475913 -9.009 < 2e-16 ***
ORIGIN_SZG00299 -0.8531830 0.1102970 -7.735 1.03e-14 ***
ORIGIN_SZG00300 2.1635537 0.0988956 21.877 < 2e-16 ***
ORIGIN_SZG00320 -1.0561317 0.1172909 -9.004 < 2e-16 ***
ORIGIN_SZG00321 -0.3176676 0.1214872 -2.615 0.008927 **
ORIGIN_SZG00322 0.3232755 0.1090283 2.965 0.003026 **
ORIGIN_SZG00340 0.7620204 0.1022163 7.455 8.99e-14 ***
ORIGIN_SZG00341 -0.9519428 0.1079719 -8.817 < 2e-16 ***
ORIGIN_SZG00342 -0.4837592 0.1067603 -4.531 5.86e-06 ***
ORIGIN_SZG00363 0.2865567 0.1052188 2.723 0.006461 **
ORIGIN_SZG00364 0.4260063 0.1020118 4.176 2.97e-05 ***
ORIGIN_SZG00383 0.0164629 0.1033276 0.159 0.873411
ORIGIN_SZG00384 -1.1632510 0.1114390 -10.438 < 2e-16 ***
ORIGIN_SZG00385 -0.1432100 0.1087328 -1.317 0.187811
ORIGIN_SZG00404 0.5047805 0.1042079 4.844 1.27e-06 ***
ORIGIN_SZG00405 -0.5284687 0.1098502 -4.811 1.50e-06 ***
ORIGIN_SZG00406 4.1431157 0.0985598 42.037 < 2e-16 ***
ORIGIN_SZG00407 -0.0200079 0.1084534 -0.184 0.853634
ORIGIN_SZG00408 0.7916416 0.1011055 7.830 4.88e-15 ***
ORIGIN_SZG00425 -1.7878943 0.1321382 -13.530 < 2e-16 ***
ORIGIN_SZG00426 0.0447499 0.1028282 0.435 0.663424
ORIGIN_SZG00427 -0.7456434 0.1046830 -7.123 1.06e-12 ***
ORIGIN_SZG00428 -0.7456133 0.1255759 -5.938 2.89e-09 ***
ORIGIN_SZG00429 0.9510348 0.1010734 9.409 < 2e-16 ***
ORIGIN_SZG00446 -0.1202788 0.1147031 -1.049 0.294358
ORIGIN_SZG00447 -0.6873343 0.1080963 -6.359 2.04e-10 ***
ORIGIN_SZG00448 0.1247005 0.1023699 1.218 0.223172
ORIGIN_SZG00449 2.9401070 0.0987102 29.785 < 2e-16 ***
ORIGIN_SZG00450 0.7701136 0.1004338 7.668 1.75e-14 ***
ORIGIN_SZG00468 0.2255842 0.1023097 2.205 0.027460 *
ORIGIN_SZG00469 0.7583675 0.1000564 7.579 3.47e-14 ***
ORIGIN_SZG00470 3.1979740 0.0986263 32.425 < 2e-16 ***
ORIGIN_SZG00471 1.6613304 0.0998055 16.646 < 2e-16 ***
ORIGIN_SZG00488 -0.1189514 0.1140087 -1.043 0.296784
ORIGIN_SZG00489 -2.9601371 0.2687167 -11.016 < 2e-16 ***
ORIGIN_SZG00490 1.7754763 0.0991795 17.902 < 2e-16 ***
ORIGIN_SZG00491 2.2868079 0.0987958 23.147 < 2e-16 ***
ORIGIN_SZG00493 -2.1563193 0.1701160 -12.676 < 2e-16 ***
ORIGIN_SZG00494 -0.1077100 0.1147556 -0.939 0.347934
ORIGIN_SZG00509 0.0680824 0.1041325 0.654 0.513237
ORIGIN_SZG00510 0.3776763 0.1015428 3.719 0.000200 ***
ORIGIN_SZG00511 1.3879250 0.0990883 14.007 < 2e-16 ***
ORIGIN_SZG00512 3.7990398 0.0985745 38.540 < 2e-16 ***
ORIGIN_SZG00513 0.6530121 0.1013909 6.441 1.19e-10 ***
ORIGIN_SZG00514 0.2922734 0.1051492 2.780 0.005442 **
ORIGIN_SZG00515 -1.8600430 0.1690461 -11.003 < 2e-16 ***
ORIGIN_SZG00530 -0.7925172 0.1274538 -6.218 5.03e-10 ***
ORIGIN_SZG00531 0.4445404 0.1005571 4.421 9.83e-06 ***
ORIGIN_SZG00532 0.0646318 0.1011565 0.639 0.522869
ORIGIN_SZG00533 3.6163730 0.0985764 36.686 < 2e-16 ***
ORIGIN_SZG00534 3.9544660 0.0985870 40.111 < 2e-16 ***
ORIGIN_SZG00536 0.6094348 0.1016450 5.996 2.03e-09 ***
ORIGIN_SZG00537 -1.6872683 0.1690461 -9.981 < 2e-16 ***
ORIGIN_SZG00538 -1.8445826 0.2266612 -8.138 4.02e-16 ***
ORIGIN_SZG00539 -4.1336751 0.5856979 -7.058 1.69e-12 ***
ORIGIN_SZG00551 -0.7827092 0.1123188 -6.969 3.20e-12 ***
ORIGIN_SZG00552 1.1569459 0.1050472 11.014 < 2e-16 ***
ORIGIN_SZG00553 0.2605794 0.1003186 2.598 0.009390 **
ORIGIN_SZG00554 3.5505642 0.0985861 36.015 < 2e-16 ***
ORIGIN_SZG00555 3.1259996 0.0987500 31.656 < 2e-16 ***
ORIGIN_SZG00559 -1.0930673 0.1356625 -8.057 7.80e-16 ***
ORIGIN_SZG00560 0.8015040 0.1092969 7.333 2.25e-13 ***
ORIGIN_SZG00572 -3.0739488 0.2443533 -12.580 < 2e-16 ***
ORIGIN_SZG00573 -0.6424578 0.1076983 -5.965 2.44e-09 ***
ORIGIN_SZG00574 0.3859945 0.1049155 3.679 0.000234 ***
ORIGIN_SZG00575 4.4172720 0.0985454 44.825 < 2e-16 ***
ORIGIN_SZG00576 3.0588849 0.0986377 31.011 < 2e-16 ***
ORIGIN_SZG00578 -1.6364706 0.1456123 -11.239 < 2e-16 ***
ORIGIN_SZG00582 -1.4698215 0.1451629 -10.125 < 2e-16 ***
ORIGIN_SZG00583 -2.3072744 0.2194770 -10.513 < 2e-16 ***
ORIGIN_SZG00584 0.9893795 0.1128670 8.766 < 2e-16 ***
ORIGIN_SZG00593 -0.5420905 0.1102432 -4.917 8.78e-07 ***
ORIGIN_SZG00594 0.4183063 0.1018523 4.107 4.01e-05 ***
ORIGIN_SZG00595 0.0050857 0.1004781 0.051 0.959632
ORIGIN_SZG00596 2.9016772 0.0986111 29.425 < 2e-16 ***
ORIGIN_SZG00597 -0.3402475 0.1147556 -2.965 0.003027 **
ORIGIN_SZG00603 -1.1528099 0.1465379 -7.867 3.63e-15 ***
ORIGIN_SZG00604 -2.9196121 0.2848458 -10.250 < 2e-16 ***
ORIGIN_SZG00615 -1.0110508 0.1078499 -9.375 < 2e-16 ***
ORIGIN_SZG00616 -0.0907445 0.1026975 -0.884 0.376907
ORIGIN_SZG00617 0.6370526 0.1000346 6.368 1.91e-10 ***
ORIGIN_SZG00618 3.3726670 0.0985901 34.209 < 2e-16 ***
ORIGIN_SZG00620 0.3626281 0.1036942 3.497 0.000470 ***
ORIGIN_SZG00637 -0.7763672 0.1060299 -7.322 2.44e-13 ***
ORIGIN_SZG00638 2.9367871 0.0986045 29.784 < 2e-16 ***
ORIGIN_SZG00657 0.8096931 0.0998289 8.111 5.03e-16 ***
ORIGIN_SZG00658 2.1384777 0.0987194 21.662 < 2e-16 ***
ORIGIN_SZG00659 2.5457810 0.0986634 25.803 < 2e-16 ***
ORIGIN_SZG00660 3.5812032 0.0985728 36.331 < 2e-16 ***
ORIGIN_SZG00662 3.2112584 0.0987723 32.512 < 2e-16 ***
ORIGIN_SZG00677 0.8484985 0.1010263 8.399 < 2e-16 ***
ORIGIN_SZG00678 -1.2115012 0.1077315 -11.246 < 2e-16 ***
ORIGIN_SZG00679 3.3767112 0.0985833 34.252 < 2e-16 ***
ORIGIN_SZG00680 3.3351647 0.0985828 33.831 < 2e-16 ***
ORIGIN_SZG00681 2.3308194 0.0988715 23.574 < 2e-16 ***
ORIGIN_SZG00699 0.3677152 0.1009421 3.643 0.000270 ***
ORIGIN_SZG00700 2.2870595 0.0987019 23.171 < 2e-16 ***
ORIGIN_SZG00701 2.3897460 0.0987069 24.211 < 2e-16 ***
ORIGIN_SZG00702 3.3901213 0.0985799 34.390 < 2e-16 ***
ORIGIN_SZG00704 0.2016741 0.1035562 1.947 0.051477 .
ORIGIN_SZG00722 0.3902481 0.1001238 3.898 9.71e-05 ***
ORIGIN_SZG00725 -0.5208129 0.1077156 -4.835 1.33e-06 ***
ORIGIN_SZG00741 0.9076947 0.0998532 9.090 < 2e-16 ***
ORIGIN_SZG00743 0.7150727 0.0992794 7.203 5.91e-13 ***
ORIGIN_SZG00744 2.8198842 0.0986184 28.594 < 2e-16 ***
ORIGIN_SZG00761 0.3482782 0.1021768 3.409 0.000653 ***
ORIGIN_SZG00762 2.3290491 0.0987632 23.582 < 2e-16 ***
ORIGIN_SZG00763 -0.8604134 0.1023051 -8.410 < 2e-16 ***
ORIGIN_SZG00764 3.2288716 0.0985781 32.754 < 2e-16 ***
ORIGIN_SZG00765 2.3429764 0.0988510 23.702 < 2e-16 ***
ORIGIN_SZG00767 3.9847060 0.0985879 40.418 < 2e-16 ***
ORIGIN_SZG00772 -1.0388635 0.1220240 -8.514 < 2e-16 ***
ORIGIN_SZG00784 -0.6064641 0.1012692 -5.989 2.12e-09 ***
ORIGIN_SZG00785 2.4640198 0.0986139 24.987 < 2e-16 ***
ORIGIN_SZG00786 2.0819713 0.0986989 21.094 < 2e-16 ***
ORIGIN_SZG00787 2.7074686 0.0987770 27.410 < 2e-16 ***
ORIGIN_SZG00788 3.2649139 0.0986570 33.094 < 2e-16 ***
ORIGIN_SZG00789 1.9124104 0.0990635 19.305 < 2e-16 ***
ORIGIN_SZG00803 -1.0136305 0.1099266 -9.221 < 2e-16 ***
ORIGIN_SZG00804 3.3070865 0.0986035 33.539 < 2e-16 ***
ORIGIN_SZG00805 3.0822395 0.0985778 31.267 < 2e-16 ***
ORIGIN_SZG00806 2.6243876 0.0986126 26.613 < 2e-16 ***
ORIGIN_SZG00807 3.4853406 0.0986098 35.345 < 2e-16 ***
ORIGIN_SZG00808 1.9635654 0.0991123 19.812 < 2e-16 ***
ORIGIN_SZG00809 3.5453882 0.0985807 35.964 < 2e-16 ***
ORIGIN_SZG00810 3.0899193 0.0986721 31.315 < 2e-16 ***
ORIGIN_SZG00814 0.4824623 0.1022817 4.717 2.39e-06 ***
ORIGIN_SZG00819 5.5642089 0.1000180 55.632 < 2e-16 ***
ORIGIN_SZG00824 -0.4229726 0.1057111 -4.001 6.30e-05 ***
ORIGIN_SZG00826 0.8387211 0.0990191 8.470 < 2e-16 ***
ORIGIN_SZG00827 2.9117751 0.0985929 29.533 < 2e-16 ***
ORIGIN_SZG00828 3.0747990 0.0985882 31.188 < 2e-16 ***
ORIGIN_SZG00829 3.1514089 0.0986211 31.955 < 2e-16 ***
ORIGIN_SZG00830 3.1778109 0.0986501 32.213 < 2e-16 ***
ORIGIN_SZG00831 3.9165242 0.0985626 39.736 < 2e-16 ***
ORIGIN_SZG00832 3.1743961 0.0987011 32.162 < 2e-16 ***
ORIGIN_SZG00835 0.1643879 0.1027670 1.600 0.109683
ORIGIN_SZG00844 -1.5747747 0.1255753 -12.540 < 2e-16 ***
ORIGIN_SZG00846 2.4118701 0.0986535 24.448 < 2e-16 ***
ORIGIN_SZG00847 1.2302210 0.0989150 12.437 < 2e-16 ***
ORIGIN_SZG00848 2.4885025 0.0986333 25.230 < 2e-16 ***
ORIGIN_SZG00849 1.6920519 0.0988223 17.122 < 2e-16 ***
ORIGIN_SZG00850 2.5694393 0.0986639 26.042 < 2e-16 ***
ORIGIN_SZG00851 3.0361729 0.0986056 30.791 < 2e-16 ***
ORIGIN_SZG00852 2.6497814 0.0987002 26.847 < 2e-16 ***
ORIGIN_SZG00853 4.5271546 0.0985861 45.921 < 2e-16 ***
ORIGIN_SZG00854 0.6112520 0.1018478 6.002 1.95e-09 ***
ORIGIN_SZG00855 -0.4495039 0.1076651 -4.175 2.98e-05 ***
ORIGIN_SZG00856 1.1590652 0.1001359 11.575 < 2e-16 ***
ORIGIN_SZG00866 -0.0429554 0.1035164 -0.415 0.678170
ORIGIN_SZG00867 1.1446653 0.0992194 11.537 < 2e-16 ***
ORIGIN_SZG00868 0.2931468 0.1000795 2.929 0.003399 **
ORIGIN_SZG00869 2.9132546 0.0986872 29.520 < 2e-16 ***
ORIGIN_SZG00870 3.5243405 0.0985636 35.757 < 2e-16 ***
ORIGIN_SZG00871 3.1136055 0.0986861 31.551 < 2e-16 ***
ORIGIN_SZG00872 1.2524443 0.0991058 12.637 < 2e-16 ***
ORIGIN_SZG00873 1.5440662 0.0990243 15.593 < 2e-16 ***
ORIGIN_SZG00874 1.8565303 0.0988415 18.783 < 2e-16 ***
ORIGIN_SZG00875 -1.2894605 0.1220241 -10.567 < 2e-16 ***
ORIGIN_SZG00876 -0.1627371 0.1034201 -1.574 0.115591
ORIGIN_SZG00877 -0.7410867 0.1063417 -6.969 3.19e-12 ***
ORIGIN_SZG00887 0.9123926 0.0994138 9.178 < 2e-16 ***
ORIGIN_SZG00888 2.1382270 0.0987514 21.653 < 2e-16 ***
ORIGIN_SZG00889 -0.8524677 0.1041705 -8.183 2.76e-16 ***
ORIGIN_SZG00890 3.0944805 0.0985862 31.389 < 2e-16 ***
ORIGIN_SZG00891 2.0016545 0.0991452 20.189 < 2e-16 ***
ORIGIN_SZG00893 3.1152937 0.0985962 31.597 < 2e-16 ***
ORIGIN_SZG00894 1.2444648 0.0991090 12.557 < 2e-16 ***
ORIGIN_SZG00895 0.8936757 0.0996651 8.967 < 2e-16 ***
ORIGIN_SZG00896 0.4401688 0.1017110 4.328 1.51e-05 ***
ORIGIN_SZG00897 -1.4220182 0.1174317 -12.109 < 2e-16 ***
ORIGIN_SZG00898 0.3669035 0.1027112 3.572 0.000354 ***
ORIGIN_SZG00908 2.1169922 0.0992237 21.336 < 2e-16 ***
ORIGIN_SZG00909 2.2289098 0.0986744 22.589 < 2e-16 ***
ORIGIN_SZG00910 0.2199616 0.0999932 2.200 0.027824 *
ORIGIN_SZG00911 1.5424954 0.0988869 15.599 < 2e-16 ***
ORIGIN_SZG00912 2.8423650 0.0986085 28.825 < 2e-16 ***
ORIGIN_SZG00915 3.0255324 0.0986088 30.682 < 2e-16 ***
ORIGIN_SZG00917 2.4709276 0.0987778 25.015 < 2e-16 ***
ORIGIN_SZG00918 -0.5493183 0.1049237 -5.235 1.65e-07 ***
ORIGIN_SZG00919 1.9535862 0.0989151 19.750 < 2e-16 ***
ORIGIN_SZG00928 1.2669722 0.0994072 12.745 < 2e-16 ***
ORIGIN_SZG00929 2.6339815 0.0986183 26.709 < 2e-16 ***
ORIGIN_SZG00930 3.3671790 0.0985642 34.162 < 2e-16 ***
ORIGIN_SZG00931 0.4171415 0.0998914 4.176 2.97e-05 ***
ORIGIN_SZG00932 0.9424482 0.1000311 9.422 < 2e-16 ***
ORIGIN_SZG00933 2.6450824 0.0986689 26.808 < 2e-16 ***
ORIGIN_SZG00934 0.2973193 0.0999880 2.974 0.002944 **
ORIGIN_SZG00935 3.7217630 0.0985637 37.760 < 2e-16 ***
ORIGIN_SZG00938 -2.6535337 0.2348682 -11.298 < 2e-16 ***
ORIGIN_SZG00939 3.8331821 0.0985853 38.882 < 2e-16 ***
ORIGIN_SZG00940 -1.0126772 0.1155204 -8.766 < 2e-16 ***
ORIGIN_SZG00949 1.0958719 0.0993080 11.035 < 2e-16 ***
ORIGIN_SZG00950 3.0533703 0.0986305 30.958 < 2e-16 ***
ORIGIN_SZG00951 3.8366421 0.0985539 38.929 < 2e-16 ***
ORIGIN_SZG00952 0.8202055 0.1006945 8.145 3.78e-16 ***
ORIGIN_SZG00953 1.6948670 0.0989504 17.128 < 2e-16 ***
ORIGIN_SZG00954 0.2530481 0.0998912 2.533 0.011301 *
ORIGIN_SZG00955 2.4570232 0.0986704 24.901 < 2e-16 ***
ORIGIN_SZG00956 0.9795480 0.0991578 9.879 < 2e-16 ***
ORIGIN_SZG00957 2.9394252 0.0986688 29.791 < 2e-16 ***
ORIGIN_SZG00959 -0.1951947 0.1097498 -1.779 0.075315 .
ORIGIN_SZG00961 -0.3529104 0.1029102 -3.429 0.000605 ***
ORIGIN_SZG00962 5.9131395 0.0986031 59.969 < 2e-16 ***
ORIGIN_SZG00970 1.5849783 0.0988245 16.038 < 2e-16 ***
ORIGIN_SZG00971 2.8066671 0.0985877 28.469 < 2e-16 ***
ORIGIN_SZG00972 2.6030104 0.0986257 26.393 < 2e-16 ***
ORIGIN_SZG00974 1.9759883 0.0987778 20.004 < 2e-16 ***
ORIGIN_SZG00975 1.6075617 0.0989009 16.254 < 2e-16 ***
ORIGIN_SZG00976 0.2694415 0.0999094 2.697 0.007000 **
ORIGIN_SZG00977 3.3602849 0.0985845 34.085 < 2e-16 ***
ORIGIN_SZG00978 2.8934540 0.0987489 29.301 < 2e-16 ***
ORIGIN_SZG00982 0.7997663 0.0995371 8.035 9.37e-16 ***
ORIGIN_SZG00983 4.8757660 0.0985802 49.460 < 2e-16 ***
ORIGIN_SZG00984 5.7747659 0.0985813 58.579 < 2e-16 ***
ORIGIN_SZG00991 1.5168718 0.0988991 15.338 < 2e-16 ***
ORIGIN_SZG00992 1.9126796 0.0987447 19.370 < 2e-16 ***
ORIGIN_SZG00993 1.5673139 0.0987822 15.866 < 2e-16 ***
ORIGIN_SZG00994 0.9546394 0.0991007 9.633 < 2e-16 ***
ORIGIN_SZG00995 2.3493250 0.0986662 23.811 < 2e-16 ***
ORIGIN_SZG00996 1.9439967 0.0987915 19.678 < 2e-16 ***
ORIGIN_SZG00997 0.5864708 0.1027156 5.710 1.13e-08 ***
ORIGIN_SZG00998 3.4120563 0.0985904 34.608 < 2e-16 ***
ORIGIN_SZG00999 3.3004333 0.0986580 33.453 < 2e-16 ***
ORIGIN_SZG01001 0.8007957 0.1014769 7.891 2.99e-15 ***
ORIGIN_SZG01003 3.3337540 0.0986026 33.810 < 2e-16 ***
ORIGIN_SZG01004 4.2747936 0.0985632 43.371 < 2e-16 ***
ORIGIN_SZG01011 0.0271198 0.1030064 0.263 0.792332
ORIGIN_SZG01012 -0.3845767 0.1035121 -3.715 0.000203 ***
ORIGIN_SZG01013 0.3445309 0.0997726 3.453 0.000554 ***
ORIGIN_SZG01014 1.0282274 0.0990789 10.378 < 2e-16 ***
ORIGIN_SZG01015 0.2949615 0.0997739 2.956 0.003114 **
ORIGIN_SZG01016 1.8862539 0.0987647 19.098 < 2e-16 ***
ORIGIN_SZG01018 2.3711797 0.0989872 23.954 < 2e-16 ***
ORIGIN_SZG01019 3.7507650 0.0986201 38.032 < 2e-16 ***
ORIGIN_SZG01023 2.3563137 0.0989412 23.815 < 2e-16 ***
ORIGIN_SZG01024 3.3861115 0.0986099 34.338 < 2e-16 ***
ORIGIN_SZG01025 -1.0695740 0.1100830 -9.716 < 2e-16 ***
ORIGIN_SZG01033 1.0974641 0.0991302 11.071 < 2e-16 ***
ORIGIN_SZG01034 1.8029156 0.0987685 18.254 < 2e-16 ***
ORIGIN_SZG01035 2.3621409 0.0986602 23.942 < 2e-16 ***
ORIGIN_SZG01036 0.4434196 0.0994769 4.458 8.29e-06 ***
ORIGIN_SZG01037 1.6814947 0.0987563 17.027 < 2e-16 ***
ORIGIN_SZG01043 0.7218528 0.1015505 7.108 1.17e-12 ***
ORIGIN_SZG01045 3.0591806 0.0986127 31.022 < 2e-16 ***
ORIGIN_SZG01046 3.0951356 0.0986362 31.379 < 2e-16 ***
ORIGIN_SZG01053 2.3607569 0.0986764 23.924 < 2e-16 ***
ORIGIN_SZG01054 1.6265180 0.0988145 16.460 < 2e-16 ***
ORIGIN_SZG01055 2.4489214 0.0986485 24.825 < 2e-16 ***
ORIGIN_SZG01056 1.3359377 0.0989336 13.503 < 2e-16 ***
ORIGIN_SZG01064 -2.1982823 0.2687167 -8.181 2.82e-16 ***
ORIGIN_SZG01066 2.9645502 0.0986377 30.055 < 2e-16 ***
ORIGIN_SZG01067 2.9977570 0.0987278 30.364 < 2e-16 ***
ORIGIN_SZG01074 1.8789052 0.0987969 19.018 < 2e-16 ***
ORIGIN_SZG01075 1.2690973 0.0990177 12.817 < 2e-16 ***
ORIGIN_SZG01076 1.1202380 0.0988857 11.329 < 2e-16 ***
ORIGIN_SZG01077 1.2256344 0.0990228 12.377 < 2e-16 ***
ORIGIN_SZG01079 2.5674105 0.0986422 26.028 < 2e-16 ***
ORIGIN_SZG01085 -1.8432402 0.1723621 -10.694 < 2e-16 ***
ORIGIN_SZG01087 2.9875469 0.0986809 30.275 < 2e-16 ***
ORIGIN_SZG01088 1.4787093 0.0992124 14.904 < 2e-16 ***
ORIGIN_SZG01094 -0.0365875 0.1076984 -0.340 0.734066
ORIGIN_SZG01095 -0.2279864 0.1038233 -2.196 0.028099 *
ORIGIN_SZG01096 0.9706632 0.1005673 9.652 < 2e-16 ***
ORIGIN_SZG01097 2.9079401 0.0985870 29.496 < 2e-16 ***
ORIGIN_SZG01098 0.2859128 0.1001338 2.855 0.004300 **
ORIGIN_SZG01099 1.8786598 0.0987435 19.026 < 2e-16 ***
ORIGIN_SZG01105 -0.3017938 0.1159912 -2.602 0.009272 **
ORIGIN_SZG01106 -1.3079825 0.1345809 -9.719 < 2e-16 ***
ORIGIN_SZG01107 0.4585596 0.1022502 4.485 7.30e-06 ***
ORIGIN_SZG01108 4.4413385 0.0985484 45.068 < 2e-16 ***
ORIGIN_SZG01109 2.2413155 0.0990306 22.633 < 2e-16 ***
ORIGIN_SZG01116 1.6354509 0.0988688 16.542 < 2e-16 ***
ORIGIN_SZG01117 -0.0144160 0.1000308 -0.144 0.885409
ORIGIN_SZG01118 0.0267007 0.1003308 0.266 0.790141
ORIGIN_SZG01119 1.0546426 0.0989840 10.655 < 2e-16 ***
ORIGIN_SZG01120 0.9130647 0.0993723 9.188 < 2e-16 ***
ORIGIN_SZG01129 3.3916069 0.0986251 34.389 < 2e-16 ***
ORIGIN_SZG01130 3.4589525 0.0985932 35.083 < 2e-16 ***
ORIGIN_SZG01131 2.3243686 0.0990195 23.474 < 2e-16 ***
ORIGIN_SZG01136 0.3754781 0.0996802 3.767 0.000165 ***
ORIGIN_SZG01138 -0.5352484 0.1025495 -5.219 1.79e-07 ***
ORIGIN_SZG01139 2.1447139 0.0986503 21.741 < 2e-16 ***
ORIGIN_SZG01141 2.0880050 0.0987129 21.152 < 2e-16 ***
ORIGIN_SZG01148 -0.1549216 0.1112125 -1.393 0.163613
ORIGIN_SZG01149 1.2020759 0.0999967 12.021 < 2e-16 ***
ORIGIN_SZG01150 3.5822311 0.0985813 36.338 < 2e-16 ***
ORIGIN_SZG01151 2.5404611 0.0987208 25.734 < 2e-16 ***
ORIGIN_SZG01158 0.7659767 0.0991258 7.727 1.10e-14 ***
ORIGIN_SZG01159 1.8824231 0.0986805 19.076 < 2e-16 ***
ORIGIN_SZG01160 2.7650100 0.0985905 28.045 < 2e-16 ***
ORIGIN_SZG01171 3.8061053 0.0985913 38.605 < 2e-16 ***
ORIGIN_SZG01172 3.6855663 0.0985862 37.384 < 2e-16 ***
ORIGIN_SZG01173 1.3722551 0.0992786 13.822 < 2e-16 ***
ORIGIN_SZG01174 -2.5401871 0.2848460 -8.918 < 2e-16 ***
ORIGIN_SZG01178 0.8422300 0.0990523 8.503 < 2e-16 ***
ORIGIN_SZG01179 1.5089132 0.0987532 15.280 < 2e-16 ***
ORIGIN_SZG01180 2.4137078 0.0986132 24.477 < 2e-16 ***
ORIGIN_SZG01181 1.6125996 0.0987339 16.333 < 2e-16 ***
ORIGIN_SZG01183 0.8328334 0.0992012 8.395 < 2e-16 ***
ORIGIN_SZG01190 -0.0123112 0.1095307 -0.112 0.910506
ORIGIN_SZG01192 2.7809361 0.0987062 28.174 < 2e-16 ***
ORIGIN_SZG01193 2.8241852 0.0986508 28.628 < 2e-16 ***
ORIGIN_SZG01194 1.1973261 0.0994796 12.036 < 2e-16 ***
ORIGIN_SZG01200 1.7078626 0.0987412 17.296 < 2e-16 ***
ORIGIN_SZG01201 1.4719071 0.0987714 14.902 < 2e-16 ***
ORIGIN_SZG01203 2.0274577 0.0986949 20.543 < 2e-16 ***
ORIGIN_SZG01204 1.8389665 0.0987536 18.622 < 2e-16 ***
ORIGIN_SZG01211 -0.6339072 0.1328351 -4.772 1.82e-06 ***
ORIGIN_SZG01214 3.4252599 0.0986011 34.739 < 2e-16 ***
ORIGIN_SZG01215 0.2391372 0.1061999 2.252 0.024337 *
ORIGIN_SZG01216 -0.4798452 0.1064514 -4.508 6.56e-06 ***
ORIGIN_SZG01220 2.6805112 0.0986053 27.184 < 2e-16 ***
ORIGIN_SZG01221 2.1821477 0.0986248 22.126 < 2e-16 ***
ORIGIN_SZG01222 1.9610131 0.0989873 19.811 < 2e-16 ***
ORIGIN_SZG01223 0.0618724 0.0999160 0.619 0.535755
ORIGIN_SZG01224 0.8840833 0.0990796 8.923 < 2e-16 ***
ORIGIN_SZG01231 -2.7247996 0.2131267 -12.785 < 2e-16 ***
ORIGIN_SZG01232 -1.0516434 0.1490256 -7.057 1.70e-12 ***
ORIGIN_SZG01235 0.8882138 0.0994590 8.930 < 2e-16 ***
ORIGIN_SZG01236 1.3264890 0.0994469 13.339 < 2e-16 ***
ORIGIN_SZG01241 0.9449275 0.0990241 9.542 < 2e-16 ***
ORIGIN_SZG01242 1.5626875 0.0987520 15.824 < 2e-16 ***
ORIGIN_SZG01243 2.0625514 0.0986407 20.910 < 2e-16 ***
ORIGIN_SZG01246 1.1113413 0.0989388 11.233 < 2e-16 ***
ORIGIN_SZG01256 2.2431355 0.0987894 22.706 < 2e-16 ***
ORIGIN_SZG01257 3.1211812 0.0986499 31.639 < 2e-16 ***
ORIGIN_SZG01258 1.2493558 0.0995568 12.549 < 2e-16 ***
ORIGIN_SZG01262 1.3309847 0.0988587 13.464 < 2e-16 ***
ORIGIN_SZG01263 1.8507030 0.0986590 18.759 < 2e-16 ***
ORIGIN_SZG01264 0.7696952 0.0992139 7.758 8.63e-15 ***
ORIGIN_SZG01265 0.3991253 0.0994937 4.012 6.03e-05 ***
ORIGIN_SZG01266 1.7625553 0.0988201 17.836 < 2e-16 ***
ORIGIN_SZG01267 -0.2986540 0.1020606 -2.926 0.003431 **
ORIGIN_SZG01272 -2.3556882 0.1517958 -15.519 < 2e-16 ***
ORIGIN_SZG01273 1.4852772 0.0992296 14.968 < 2e-16 ***
ORIGIN_SZG01277 3.3077209 0.0985996 33.547 < 2e-16 ***
ORIGIN_SZG01278 0.9132479 0.0994616 9.182 < 2e-16 ***
ORIGIN_SZG01283 2.9483634 0.0985942 29.904 < 2e-16 ***
ORIGIN_SZG01284 2.1720890 0.0986363 22.021 < 2e-16 ***
ORIGIN_SZG01285 2.8674244 0.0985800 29.087 < 2e-16 ***
ORIGIN_SZG01286 1.1562404 0.0990279 11.676 < 2e-16 ***
ORIGIN_SZG01289 -0.9880237 0.1087328 -9.087 < 2e-16 ***
ORIGIN_SZG01293 -1.7512815 0.1328347 -13.184 < 2e-16 ***
ORIGIN_SZG01294 2.9258638 0.0986979 29.645 < 2e-16 ***
ORIGIN_SZG01295 0.5354961 0.1006401 5.321 1.03e-07 ***
ORIGIN_SZG01298 2.1639877 0.0987512 21.914 < 2e-16 ***
ORIGIN_SZG01299 2.8137787 0.0987044 28.507 < 2e-16 ***
ORIGIN_SZG01304 2.8710776 0.0985957 29.120 < 2e-16 ***
ORIGIN_SZG01305 2.2085341 0.0986093 22.397 < 2e-16 ***
ORIGIN_SZG01307 -1.2579674 0.1054397 -11.931 < 2e-16 ***
ORIGIN_SZG01308 1.9163279 0.0987103 19.414 < 2e-16 ***
ORIGIN_SZG01310 -2.5758261 0.1632722 -15.776 < 2e-16 ***
ORIGIN_SZG01316 -0.4670756 0.1039362 -4.494 6.99e-06 ***
ORIGIN_SZG01317 1.3217806 0.0991506 13.331 < 2e-16 ***
ORIGIN_SZG01318 0.7563730 0.0996907 7.587 3.27e-14 ***
ORIGIN_SZG01319 3.4258072 0.0985929 34.747 < 2e-16 ***
ORIGIN_SZG01320 2.1570442 0.0989123 21.808 < 2e-16 ***
ORIGIN_SZG01325 0.5247194 0.0992767 5.285 1.25e-07 ***
ORIGIN_SZG01326 2.3968484 0.0986067 24.307 < 2e-16 ***
ORIGIN_SZG01327 2.1876341 0.0986242 22.182 < 2e-16 ***
ORIGIN_SZG01328 0.7832858 0.0989659 7.915 2.48e-15 ***
ORIGIN_SZG01329 1.1751476 0.0991919 11.847 < 2e-16 ***
ORIGIN_SZG01330 1.9250889 0.0988478 19.475 < 2e-16 ***
ORIGIN_SZG01331 -2.9981247 0.3172030 -9.452 < 2e-16 ***
ORIGIN_SZG01333 0.9192686 0.0992614 9.261 < 2e-16 ***
ORIGIN_SZG01334 1.3228201 0.0991497 13.342 < 2e-16 ***
ORIGIN_SZG01335 0.7412493 0.0998816 7.421 1.16e-13 ***
ORIGIN_SZG01336 -1.6771520 0.1456122 -11.518 < 2e-16 ***
ORIGIN_SZG01337 -1.1347928 0.1099014 -10.326 < 2e-16 ***
ORIGIN_SZG01338 -2.1935264 0.1277938 -17.165 < 2e-16 ***
ORIGIN_SZG01339 3.3984307 0.0985880 34.471 < 2e-16 ***
ORIGIN_SZG01340 1.8192086 0.0989124 18.392 < 2e-16 ***
ORIGIN_SZG01341 -2.7070857 0.7139390 -3.792 0.000150 ***
ORIGIN_SZG01346 2.0813056 0.0987103 21.085 < 2e-16 ***
ORIGIN_SZG01347 2.9460291 0.0985810 29.884 < 2e-16 ***
ORIGIN_SZG01348 1.3194085 0.0987175 13.365 < 2e-16 ***
ORIGIN_SZG01349 1.1933509 0.0988503 12.072 < 2e-16 ***
ORIGIN_SZG01350 1.3672897 0.0991363 13.792 < 2e-16 ***
ORIGIN_SZG01353 1.3702644 0.0988728 13.859 < 2e-16 ***
ORIGIN_SZG01354 0.8525571 0.0992488 8.590 < 2e-16 ***
ORIGIN_SZG01355 1.6841036 0.0988689 17.034 < 2e-16 ***
ORIGIN_SZG01357 0.7747251 0.1002723 7.726 1.11e-14 ***
ORIGIN_SZG01358 2.0917989 0.0987803 21.176 < 2e-16 ***
ORIGIN_SZG01359 2.5958252 0.0986535 26.313 < 2e-16 ***
ORIGIN_SZG01360 2.6645122 0.0986607 27.007 < 2e-16 ***
ORIGIN_SZG01361 3.7196994 0.0985984 37.726 < 2e-16 ***
ORIGIN_SZG01362 -0.3399180 0.1083753 -3.136 0.001710 **
ORIGIN_SZG01368 0.9186648 0.0988781 9.291 < 2e-16 ***
ORIGIN_SZG01369 0.7055308 0.0988956 7.134 9.74e-13 ***
ORIGIN_SZG01370 1.7933327 0.0986487 18.179 < 2e-16 ***
ORIGIN_SZG01371 1.2229087 0.0990088 12.352 < 2e-16 ***
ORIGIN_SZG01372 0.5937278 0.0993793 5.974 2.31e-09 ***
ORIGIN_SZG01373 -1.3561239 0.1089211 -12.451 < 2e-16 ***
ORIGIN_SZG01374 0.4559339 0.0992618 4.593 4.36e-06 ***
ORIGIN_SZG01375 2.0242030 0.0988134 20.485 < 2e-16 ***
ORIGIN_SZG01376 1.4558517 0.0992805 14.664 < 2e-16 ***
ORIGIN_SZG01379 -0.2154987 0.1043254 -2.066 0.038862 *
ORIGIN_SZG01380 3.5956822 0.0985678 36.479 < 2e-16 ***
ORIGIN_SZG01381 3.2066257 0.0985895 32.525 < 2e-16 ***
ORIGIN_SZG01382 2.7371993 0.0987155 27.728 < 2e-16 ***
ORIGIN_SZG01383 0.2744789 0.1014002 2.707 0.006792 **
ORIGIN_SZG01388 1.4184263 0.0987348 14.366 < 2e-16 ***
ORIGIN_SZG01389 0.5869375 0.0989168 5.934 2.96e-09 ***
ORIGIN_SZG01390 1.2703079 0.0987473 12.864 < 2e-16 ***
ORIGIN_SZG01391 1.1198170 0.0988689 11.326 < 2e-16 ***
ORIGIN_SZG01392 0.8041704 0.0997709 8.060 7.62e-16 ***
ORIGIN_SZG01393 0.0729878 0.0996369 0.733 0.463841
ORIGIN_SZG01394 1.2845401 0.0988012 13.001 < 2e-16 ***
ORIGIN_SZG01395 1.3738344 0.0987890 13.907 < 2e-16 ***
ORIGIN_SZG01396 2.4528681 0.0986479 24.865 < 2e-16 ***
ORIGIN_SZG01397 2.6076588 0.0986547 26.432 < 2e-16 ***
ORIGIN_SZG01398 1.5820245 0.0991146 15.962 < 2e-16 ***
ORIGIN_SZG01400 2.8678639 0.0987289 29.048 < 2e-16 ***
ORIGIN_SZG01401 3.0070847 0.0985971 30.499 < 2e-16 ***
ORIGIN_SZG01402 3.1907939 0.0986130 32.357 < 2e-16 ***
ORIGIN_SZG01404 2.7980804 0.0996388 28.082 < 2e-16 ***
ORIGIN_SZG01410 1.9657497 0.0986206 19.932 < 2e-16 ***
ORIGIN_SZG01411 0.8579878 0.0988426 8.680 < 2e-16 ***
ORIGIN_SZG01412 1.1941410 0.0987205 12.096 < 2e-16 ***
ORIGIN_SZG01413 2.1029865 0.0986367 21.321 < 2e-16 ***
ORIGIN_SZG01414 1.4689740 0.0987226 14.880 < 2e-16 ***
ORIGIN_SZG01415 0.9091716 0.0989472 9.188 < 2e-16 ***
ORIGIN_SZG01416 1.5900072 0.0987666 16.099 < 2e-16 ***
ORIGIN_SZG01417 1.6457991 0.0987282 16.670 < 2e-16 ***
ORIGIN_SZG01418 2.4926126 0.0986367 25.271 < 2e-16 ***
ORIGIN_SZG01419 2.0571357 0.0987334 20.835 < 2e-16 ***
ORIGIN_SZG01422 3.0114293 0.0986423 30.529 < 2e-16 ***
ORIGIN_SZG01423 3.9611024 0.0985747 40.184 < 2e-16 ***
ORIGIN_SZG01430 1.7002917 0.0986943 17.228 < 2e-16 ***
ORIGIN_SZG01431 1.7167755 0.0986407 17.404 < 2e-16 ***
ORIGIN_SZG01432 1.7063705 0.0986377 17.299 < 2e-16 ***
ORIGIN_SZG01433 0.4239145 0.0997808 4.248 2.15e-05 ***
ORIGIN_SZG01434 1.8922624 0.0986670 19.178 < 2e-16 ***
ORIGIN_SZG01435 2.4295947 0.0986025 24.640 < 2e-16 ***
ORIGIN_SZG01436 -0.5363196 0.1009381 -5.313 1.08e-07 ***
ORIGIN_SZG01437 2.5862488 0.0986142 26.226 < 2e-16 ***
ORIGIN_SZG01438 2.9883941 0.0985768 30.315 < 2e-16 ***
ORIGIN_SZG01439 3.6249944 0.0985634 36.778 < 2e-16 ***
ORIGIN_SZG01440 0.0771163 0.1005472 0.767 0.443101
ORIGIN_SZG01442 2.6135049 0.0987344 26.470 < 2e-16 ***
ORIGIN_SZG01443 3.6661355 0.0985852 37.187 < 2e-16 ***
ORIGIN_SZG01444 2.7565595 0.0987844 27.905 < 2e-16 ***
ORIGIN_SZG01452 0.7881286 0.0988130 7.976 1.51e-15 ***
ORIGIN_SZG01453 0.9583632 0.0987956 9.700 < 2e-16 ***
ORIGIN_SZG01454 0.0187496 0.1001668 0.187 0.851517
ORIGIN_SZG01455 1.2807386 0.0988486 12.957 < 2e-16 ***
ORIGIN_SZG01456 1.7987250 0.0986943 18.225 < 2e-16 ***
ORIGIN_SZG01457 2.6512689 0.0986035 26.888 < 2e-16 ***
ORIGIN_SZG01458 2.7855596 0.0985884 28.254 < 2e-16 ***
ORIGIN_SZG01459 2.4207939 0.0986254 24.545 < 2e-16 ***
ORIGIN_SZG01460 1.8142621 0.0987147 18.379 < 2e-16 ***
ORIGIN_SZG01461 0.4663544 0.0999050 4.668 3.04e-06 ***
ORIGIN_SZG01464 3.9287505 0.0985781 39.854 < 2e-16 ***
ORIGIN_SZG01465 3.5164277 0.0986258 35.654 < 2e-16 ***
ORIGIN_SZG01472 -0.6505568 0.1003101 -6.485 8.85e-11 ***
ORIGIN_SZG01473 0.3845752 0.0989912 3.885 0.000102 ***
ORIGIN_SZG01474 1.3915642 0.0986623 14.104 < 2e-16 ***
ORIGIN_SZG01475 2.3638969 0.0986055 23.973 < 2e-16 ***
ORIGIN_SZG01476 1.7454967 0.0987102 17.683 < 2e-16 ***
ORIGIN_SZG01477 3.2126368 0.0985593 32.596 < 2e-16 ***
ORIGIN_SZG01478 1.6191719 0.0987145 16.403 < 2e-16 ***
ORIGIN_SZG01479 1.8523264 0.0986805 18.771 < 2e-16 ***
ORIGIN_SZG01480 3.5367980 0.0985565 35.886 < 2e-16 ***
ORIGIN_SZG01481 1.2084180 0.0990145 12.204 < 2e-16 ***
ORIGIN_SZG01482 1.1773124 0.0993073 11.855 < 2e-16 ***
ORIGIN_SZG01485 3.3455225 0.0986322 33.919 < 2e-16 ***
ORIGIN_SZG01494 0.6008374 0.0991931 6.057 1.38e-09 ***
ORIGIN_SZG01495 0.7309123 0.0988207 7.396 1.40e-13 ***
ORIGIN_SZG01496 1.7710621 0.0986237 17.958 < 2e-16 ***
ORIGIN_SZG01497 2.0411909 0.0986488 20.691 < 2e-16 ***
ORIGIN_SZG01498 2.5783517 0.0986004 26.150 < 2e-16 ***
ORIGIN_SZG01499 2.7950102 0.0985829 28.352 < 2e-16 ***
ORIGIN_SZG01500 2.7763021 0.0986558 28.141 < 2e-16 ***
ORIGIN_SZG01501 2.9186605 0.0985849 29.606 < 2e-16 ***
ORIGIN_SZG01502 2.5655065 0.0986221 26.013 < 2e-16 ***
ORIGIN_SZG01506 -1.6362119 0.1465380 -11.166 < 2e-16 ***
ORIGIN_SZG01515 -0.4569231 0.1007466 -4.535 5.75e-06 ***
ORIGIN_SZG01516 1.1732958 0.0987309 11.884 < 2e-16 ***
ORIGIN_SZG01517 1.4457713 0.0987434 14.642 < 2e-16 ***
ORIGIN_SZG01518 1.4657249 0.0987783 14.839 < 2e-16 ***
ORIGIN_SZG01519 2.9710871 0.0986293 30.124 < 2e-16 ***
ORIGIN_SZG01520 2.2676230 0.0986344 22.990 < 2e-16 ***
ORIGIN_SZG01521 0.7584147 0.0991098 7.652 1.97e-14 ***
ORIGIN_SZG01522 3.1601070 0.0985764 32.057 < 2e-16 ***
ORIGIN_SZG01523 1.6109854 0.0996239 16.171 < 2e-16 ***
ORIGIN_SZG01524 1.8711857 0.0989295 18.914 < 2e-16 ***
ORIGIN_SZG01527 1.2771051 0.0997794 12.799 < 2e-16 ***
ORIGIN_SZG01535 -1.3766915 0.1220259 -11.282 < 2e-16 ***
ORIGIN_SZG01536 -1.1266564 0.1036282 -10.872 < 2e-16 ***
ORIGIN_SZG01537 -0.1009318 0.0997289 -1.012 0.311508
ORIGIN_SZG01538 1.2678076 0.0986971 12.845 < 2e-16 ***
ORIGIN_SZG01539 1.7537944 0.0986423 17.779 < 2e-16 ***
ORIGIN_SZG01540 2.4474257 0.0986083 24.820 < 2e-16 ***
ORIGIN_SZG01541 3.6935335 0.0986257 37.450 < 2e-16 ***
ORIGIN_SZG01542 0.7988369 0.0995097 8.028 9.93e-16 ***
ORIGIN_SZG01543 1.0761682 0.1004276 10.716 < 2e-16 ***
ORIGIN_SZG01544 2.3991276 0.0987170 24.303 < 2e-16 ***
ORIGIN_SZG01547 -1.3061379 0.1141047 -11.447 < 2e-16 ***
ORIGIN_SZG01556 -0.6359187 0.1119538 -5.680 1.35e-08 ***
ORIGIN_SZG01557 -1.0395996 0.1032103 -10.073 < 2e-16 ***
ORIGIN_SZG01558 0.2837289 0.1000695 2.835 0.004578 **
ORIGIN_SZG01559 1.8917764 0.0986263 19.181 < 2e-16 ***
ORIGIN_SZG01560 2.8416589 0.0985797 28.826 < 2e-16 ***
ORIGIN_SZG01561 2.9027967 0.0986166 29.435 < 2e-16 ***
ORIGIN_SZG01562 -0.1226173 0.1002972 -1.223 0.221503
ORIGIN_SZG01563 1.5006549 0.0987642 15.194 < 2e-16 ***
ORIGIN_SZG01564 0.6710411 0.0993179 6.756 1.41e-11 ***
ORIGIN_SZG01565 0.7550447 0.0994008 7.596 3.06e-14 ***
ORIGIN_SZG01566 0.3527276 0.1003449 3.515 0.000440 ***
ORIGIN_SZG01567 -1.5744748 0.1247259 -12.623 < 2e-16 ***
ORIGIN_SZG01568 -1.1761448 0.1155203 -10.181 < 2e-16 ***
ORIGIN_SZG01578 -3.7994280 0.7139389 -5.322 1.03e-07 ***
ORIGIN_SZG01580 0.4921436 0.0996131 4.941 7.79e-07 ***
ORIGIN_SZG01581 -0.8184710 0.1004366 -8.149 3.67e-16 ***
ORIGIN_SZG01582 2.5620271 0.0985869 25.987 < 2e-16 ***
ORIGIN_SZG01583 1.2588047 0.1004528 12.531 < 2e-16 ***
ORIGIN_SZG01584 1.2912738 0.0989912 13.044 < 2e-16 ***
ORIGIN_SZG01585 1.6144611 0.0988906 16.326 < 2e-16 ***
ORIGIN_SZG01586 0.7392146 0.0992368 7.449 9.41e-14 ***
ORIGIN_SZG01589 -0.8610000 0.1059641 -8.125 4.46e-16 ***
ORIGIN_SZG01590 -0.9985788 0.1140568 -8.755 < 2e-16 ***
ORIGIN_SZG01600 2.3472761 0.0989292 23.727 < 2e-16 ***
ORIGIN_SZG01601 1.0021686 0.0987741 10.146 < 2e-16 ***
ORIGIN_SZG01602 1.9364713 0.0986861 19.623 < 2e-16 ***
ORIGIN_SZG01603 2.8280711 0.0985888 28.686 < 2e-16 ***
ORIGIN_SZG01604 1.3522513 0.0987959 13.687 < 2e-16 ***
ORIGIN_SZG01605 2.6586461 0.0986008 26.964 < 2e-16 ***
ORIGIN_SZG01606 2.2760276 0.0989034 23.013 < 2e-16 ***
ORIGIN_SZG01607 1.3385443 0.0989330 13.530 < 2e-16 ***
ORIGIN_SZG01608 3.1195637 0.0986082 31.636 < 2e-16 ***
ORIGIN_SZG01609 2.8638125 0.0986581 29.028 < 2e-16 ***
ORIGIN_SZG01610 -0.7132283 0.1151292 -6.195 5.83e-10 ***
ORIGIN_SZG01622 1.1137327 0.1004698 11.085 < 2e-16 ***
ORIGIN_SZG01623 2.4097673 0.0985939 24.441 < 2e-16 ***
ORIGIN_SZG01624 1.2705110 0.0988269 12.856 < 2e-16 ***
ORIGIN_SZG01625 2.6524390 0.0986140 26.897 < 2e-16 ***
ORIGIN_SZG01626 3.1240872 0.0985693 31.694 < 2e-16 ***
ORIGIN_SZG01627 1.5974104 0.0987435 16.177 < 2e-16 ***
ORIGIN_SZG01628 3.3147247 0.0985728 33.627 < 2e-16 ***
ORIGIN_SZG01629 2.2206813 0.0987353 22.491 < 2e-16 ***
ORIGIN_SZG01630 2.1803780 0.0987972 22.069 < 2e-16 ***
ORIGIN_SZG01631 -1.3881374 0.1147035 -12.102 < 2e-16 ***
ORIGIN_SZG01642 0.0134589 0.1021539 0.132 0.895181
ORIGIN_SZG01643 2.2562258 0.0986084 22.881 < 2e-16 ***
ORIGIN_SZG01644 0.2417990 0.0997689 2.424 0.015368 *
ORIGIN_SZG01645 1.8610151 0.0986865 18.858 < 2e-16 ***
ORIGIN_SZG01646 1.8123441 0.0988642 18.332 < 2e-16 ***
ORIGIN_SZG01647 1.9599332 0.0986656 19.864 < 2e-16 ***
ORIGIN_SZG01648 2.4617914 0.0986222 24.962 < 2e-16 ***
ORIGIN_SZG01649 3.2062905 0.0985809 32.524 < 2e-16 ***
ORIGIN_SZG01650 3.0298948 0.0986447 30.715 < 2e-16 ***
ORIGIN_SZG01664 -2.9347280 0.1936145 -15.158 < 2e-16 ***
ORIGIN_SZG01665 2.5084117 0.0985909 25.443 < 2e-16 ***
ORIGIN_SZG01666 1.2766672 0.0987426 12.929 < 2e-16 ***
ORIGIN_SZG01667 2.7699562 0.0989915 27.982 < 2e-16 ***
ORIGIN_SZG01668 2.4700589 0.0986188 25.047 < 2e-16 ***
ORIGIN_SZG01670 3.3334751 0.0985720 33.818 < 2e-16 ***
ORIGIN_SZG01671 3.8477390 0.0986393 39.008 < 2e-16 ***
ORIGIN_SZG01672 3.1975756 0.0986732 32.406 < 2e-16 ***
ORIGIN_SZG01684 1.6562353 0.0992001 16.696 < 2e-16 ***
ORIGIN_SZG01685 2.1787343 0.0986499 22.086 < 2e-16 ***
ORIGIN_SZG01686 1.9312217 0.0986515 19.576 < 2e-16 ***
ORIGIN_SZG01687 1.7562636 0.0987698 17.781 < 2e-16 ***
ORIGIN_SZG01688 1.2313559 0.0988446 12.457 < 2e-16 ***
ORIGIN_SZG01689 0.7493438 0.0992205 7.552 4.28e-14 ***
ORIGIN_SZG01690 2.1807558 0.0987171 22.091 < 2e-16 ***
ORIGIN_SZG01691 2.8849264 0.0986078 29.257 < 2e-16 ***
ORIGIN_SZG01692 2.2447662 0.0988234 22.715 < 2e-16 ***
ORIGIN_SZG01706 2.1455223 0.0986983 21.738 < 2e-16 ***
ORIGIN_SZG01707 1.9750255 0.0986357 20.023 < 2e-16 ***
ORIGIN_SZG01708 2.5428135 0.0985960 25.790 < 2e-16 ***
ORIGIN_SZG01709 1.6281229 0.0987248 16.492 < 2e-16 ***
ORIGIN_SZG01710 2.8145181 0.0985994 28.545 < 2e-16 ***
ORIGIN_SZG01711 2.5427687 0.0986311 25.781 < 2e-16 ***
ORIGIN_SZG01712 3.2476576 0.0985714 32.947 < 2e-16 ***
ORIGIN_SZG01713 0.8820137 0.0992711 8.885 < 2e-16 ***
ORIGIN_SZG01714 3.3689406 0.0986177 34.162 < 2e-16 ***
ORIGIN_SZG01727 2.2165024 0.0986473 22.469 < 2e-16 ***
ORIGIN_SZG01728 2.1221386 0.0986261 21.517 < 2e-16 ***
ORIGIN_SZG01729 1.7889814 0.0986678 18.131 < 2e-16 ***
ORIGIN_SZG01730 -0.1044820 0.1005171 -1.039 0.298597
ORIGIN_SZG01731 2.2652337 0.0986580 22.960 < 2e-16 ***
ORIGIN_SZG01732 2.9420641 0.0985819 29.844 < 2e-16 ***
ORIGIN_SZG01733 2.6888900 0.0986142 27.267 < 2e-16 ***
ORIGIN_SZG01734 2.9705754 0.0986058 30.126 < 2e-16 ***
ORIGIN_SZG01735 4.0738733 0.0986798 41.284 < 2e-16 ***
ORIGIN_SZG01748 1.1387380 0.0989410 11.509 < 2e-16 ***
ORIGIN_SZG01749 1.9610441 0.0986381 19.881 < 2e-16 ***
ORIGIN_SZG01750 1.1567078 0.0987716 11.711 < 2e-16 ***
ORIGIN_SZG01751 0.8726741 0.0990651 8.809 < 2e-16 ***
ORIGIN_SZG01753 2.9540179 0.0985895 29.963 < 2e-16 ***
ORIGIN_SZG01754 3.2681043 0.0985710 33.155 < 2e-16 ***
ORIGIN_SZG01755 2.7378283 0.0986113 27.764 < 2e-16 ***
ORIGIN_SZG01756 2.7094255 0.0986519 27.464 < 2e-16 ***
ORIGIN_SZG01757 0.6053841 0.1014950 5.965 2.45e-09 ***
ORIGIN_SZG01769 1.8875925 0.0986772 19.129 < 2e-16 ***
ORIGIN_SZG01770 2.0223435 0.0988605 20.457 < 2e-16 ***
ORIGIN_SZG01771 0.7651017 0.0990042 7.728 1.09e-14 ***
ORIGIN_SZG01772 0.3238562 0.1012251 3.199 0.001377 **
ORIGIN_SZG01774 2.6675723 0.0986062 27.053 < 2e-16 ***
ORIGIN_SZG01775 2.3080203 0.0986608 23.393 < 2e-16 ***
ORIGIN_SZG01776 3.4141958 0.0985741 34.636 < 2e-16 ***
ORIGIN_SZG01777 3.4152339 0.0985914 34.640 < 2e-16 ***
ORIGIN_SZG01778 2.3400723 0.0991016 23.613 < 2e-16 ***
ORIGIN_SZG01790 2.4995522 0.0986313 25.342 < 2e-16 ***
ORIGIN_SZG01791 1.8282101 0.0987128 18.520 < 2e-16 ***
ORIGIN_SZG01792 1.8817174 0.0987205 19.061 < 2e-16 ***
ORIGIN_SZG01793 0.2608371 0.0994069 2.624 0.008692 **
ORIGIN_SZG01794 0.4914079 0.1022218 4.807 1.53e-06 ***
ORIGIN_SZG01795 -0.6407627 0.1038125 -6.172 6.73e-10 ***
ORIGIN_SZG01796 3.0915694 0.0986027 31.354 < 2e-16 ***
ORIGIN_SZG01797 3.0773555 0.0985912 31.213 < 2e-16 ***
ORIGIN_SZG01798 3.2717605 0.0985916 33.185 < 2e-16 ***
ORIGIN_SZG01799 2.3290881 0.0987988 23.574 < 2e-16 ***
ORIGIN_SZG01800 1.0420650 0.1021109 10.205 < 2e-16 ***
ORIGIN_SZG01811 1.6097856 0.0987750 16.298 < 2e-16 ***
ORIGIN_SZG01812 2.7581055 0.0985806 27.978 < 2e-16 ***
ORIGIN_SZG01813 2.7224362 0.0985904 27.614 < 2e-16 ***
ORIGIN_SZG01817 2.8615070 0.0986512 29.006 < 2e-16 ***
ORIGIN_SZG01818 2.9768612 0.0986097 30.188 < 2e-16 ***
ORIGIN_SZG01819 3.2884978 0.0985837 33.357 < 2e-16 ***
ORIGIN_SZG01820 0.1960580 0.1038355 1.888 0.059004 .
ORIGIN_SZG01832 2.3935379 0.0986515 24.263 < 2e-16 ***
ORIGIN_SZG01833 1.7846422 0.0986883 18.084 < 2e-16 ***
ORIGIN_SZG01834 2.3167307 0.0986182 23.492 < 2e-16 ***
ORIGIN_SZG01835 1.6682869 0.0987815 16.889 < 2e-16 ***
ORIGIN_SZG01837 -0.6784008 0.1157524 -5.861 4.61e-09 ***
ORIGIN_SZG01839 2.3755877 0.0987301 24.061 < 2e-16 ***
ORIGIN_SZG01840 4.1597130 0.0985554 42.207 < 2e-16 ***
ORIGIN_SZG01841 -0.1518781 0.1043326 -1.456 0.145473
ORIGIN_SZG01842 3.2202230 0.0990615 32.507 < 2e-16 ***
ORIGIN_SZG01853 2.1826116 0.0986374 22.128 < 2e-16 ***
ORIGIN_SZG01854 2.5404956 0.0986215 25.760 < 2e-16 ***
ORIGIN_SZG01855 2.7716414 0.0986007 28.110 < 2e-16 ***
ORIGIN_SZG01858 0.6143928 0.1016953 6.042 1.53e-09 ***
ORIGIN_SZG01860 3.3501458 0.0988519 33.891 < 2e-16 ***
ORIGIN_SZG01861 3.2150641 0.0986163 32.602 < 2e-16 ***
ORIGIN_SZG01874 2.4239809 0.0986905 24.561 < 2e-16 ***
ORIGIN_SZG01875 0.8156949 0.0992776 8.216 < 2e-16 ***
ORIGIN_SZG01876 2.7338436 0.0989847 27.619 < 2e-16 ***
ORIGIN_SZG01877 2.4499422 0.0986280 24.840 < 2e-16 ***
ORIGIN_SZG01880 -0.7173334 0.1107526 -6.477 9.36e-11 ***
ORIGIN_SZG01882 3.0850529 0.0986336 31.278 < 2e-16 ***
ORIGIN_SZG01883 3.1100106 0.0988851 31.451 < 2e-16 ***
ORIGIN_SZG01895 2.4837962 0.0986246 25.184 < 2e-16 ***
ORIGIN_SZG01896 0.9788793 0.0989856 9.889 < 2e-16 ***
ORIGIN_SZG01897 1.7836799 0.0988934 18.036 < 2e-16 ***
ORIGIN_SZG01898 -2.8292539 0.1650832 -17.138 < 2e-16 ***
ORIGIN_SZG01901 -0.6969559 0.1147556 -6.073 1.25e-09 ***
ORIGIN_SZG01903 2.3043092 0.0988896 23.302 < 2e-16 ***
ORIGIN_SZG01917 1.2289143 0.0989182 12.424 < 2e-16 ***
ORIGIN_SZG01918 2.9108338 0.0986733 29.500 < 2e-16 ***
ORIGIN_SZG01919 2.4461867 0.0986446 24.798 < 2e-16 ***
ORIGIN_SZG01922 0.4786235 0.1024714 4.671 3.00e-06 ***
ORIGIN_SZG01924 2.3917884 0.0989323 24.176 < 2e-16 ***
ORIGIN_SZG01937 1.9111593 0.0987388 19.356 < 2e-16 ***
ORIGIN_SZG01938 2.7096262 0.0986120 27.478 < 2e-16 ***
ORIGIN_SZG01939 3.2761848 0.0985952 33.229 < 2e-16 ***
ORIGIN_SZG01942 -0.6909207 0.1091164 -6.332 2.42e-10 ***
ORIGIN_SZG01959 1.5511152 0.0988702 15.688 < 2e-16 ***
ORIGIN_SZG01960 3.4583885 0.0985578 35.090 < 2e-16 ***
ORIGIN_SZG01961 2.2109843 0.0987403 22.392 < 2e-16 ***
ORIGIN_SZG01962 3.1393496 0.0986064 31.837 < 2e-16 ***
ORIGIN_SZG01964 -1.6430809 0.1321384 -12.435 < 2e-16 ***
ORIGIN_SZG01979 1.8355212 0.0988104 18.576 < 2e-16 ***
ORIGIN_SZG01980 0.2927754 0.0994372 2.944 0.003237 **
ORIGIN_SZG01981 2.7646118 0.0986078 28.036 < 2e-16 ***
ORIGIN_SZG01982 1.7668349 0.0990825 17.832 < 2e-16 ***
ORIGIN_SZG01983 3.2021623 0.0986073 32.474 < 2e-16 ***
ORIGIN_SZG01984 1.9614606 0.0987834 19.856 < 2e-16 ***
ORIGIN_SZG01985 2.4615701 0.0987049 24.939 < 2e-16 ***
ORIGIN_SZG02001 2.0977833 0.0986815 21.258 < 2e-16 ***
ORIGIN_SZG02002 2.8616936 0.0985868 29.027 < 2e-16 ***
ORIGIN_SZG02003 2.4476565 0.0986404 24.814 < 2e-16 ***
ORIGIN_SZG02004 3.3354458 0.0985990 33.828 < 2e-16 ***
ORIGIN_SZG02005 3.1424506 0.0985999 31.871 < 2e-16 ***
ORIGIN_SZG02006 1.7223779 0.0989269 17.411 < 2e-16 ***
ORIGIN_SZG02007 1.0885258 0.0997571 10.912 < 2e-16 ***
ORIGIN_SZG02022 2.7418142 0.0986763 27.786 < 2e-16 ***
ORIGIN_SZG02023 3.0830691 0.0985834 31.274 < 2e-16 ***
ORIGIN_SZG02024 2.4982641 0.0986242 25.331 < 2e-16 ***
ORIGIN_SZG02025 2.7162266 0.0986191 27.543 < 2e-16 ***
ORIGIN_SZG02026 1.2812077 0.0991712 12.919 < 2e-16 ***
ORIGIN_SZG02027 3.3510347 0.0985932 33.989 < 2e-16 ***
ORIGIN_SZG02043 1.8569489 0.0987935 18.796 < 2e-16 ***
ORIGIN_SZG02044 2.7705940 0.0986030 28.098 < 2e-16 ***
ORIGIN_SZG02045 -1.3146935 0.1234239 -10.652 < 2e-16 ***
ORIGIN_SZG02046 2.7328006 0.0985901 27.719 < 2e-16 ***
ORIGIN_SZG02047 2.7401477 0.0986423 27.779 < 2e-16 ***
ORIGIN_SZG02048 2.9032717 0.0986188 29.439 < 2e-16 ***
ORIGIN_SZG02049 1.9270280 0.0994360 19.380 < 2e-16 ***
ORIGIN_SZG02064 2.7031801 0.0986292 27.408 < 2e-16 ***
ORIGIN_SZG02065 1.3369407 0.0988521 13.525 < 2e-16 ***
ORIGIN_SZG02066 1.1770840 0.1006198 11.698 < 2e-16 ***
ORIGIN_SZG02067 3.8530358 0.0985524 39.096 < 2e-16 ***
ORIGIN_SZG02068 2.8046819 0.0987395 28.405 < 2e-16 ***
ORIGIN_SZG02069 2.7373696 0.0986607 27.745 < 2e-16 ***
ORIGIN_SZG02085 1.4693296 0.0989399 14.851 < 2e-16 ***
ORIGIN_SZG02086 2.9791866 0.0985950 30.216 < 2e-16 ***
ORIGIN_SZG02087 1.7772203 0.0987647 17.994 < 2e-16 ***
ORIGIN_SZG02088 2.4184316 0.0986168 24.524 < 2e-16 ***
ORIGIN_SZG02089 2.1786481 0.0987200 22.069 < 2e-16 ***
ORIGIN_SZG02090 3.4607407 0.0985737 35.108 < 2e-16 ***
ORIGIN_SZG02091 -0.6835419 0.1196541 -5.713 1.11e-08 ***
ORIGIN_SZG02105 -0.6512647 0.1411132 -4.615 3.93e-06 ***
ORIGIN_SZG02106 0.0060840 0.1002623 0.061 0.951613
ORIGIN_SZG02107 1.1348333 0.0989291 11.471 < 2e-16 ***
ORIGIN_SZG02108 2.4400761 0.0986568 24.733 < 2e-16 ***
ORIGIN_SZG02109 2.6839826 0.0986141 27.217 < 2e-16 ***
ORIGIN_SZG02110 2.1663392 0.0987663 21.934 < 2e-16 ***
ORIGIN_SZG02111 -0.0513780 0.1060312 -0.485 0.627992
ORIGIN_SZG02128 1.0731205 0.0993467 10.802 < 2e-16 ***
ORIGIN_SZG02129 0.5275685 0.0995538 5.299 1.16e-07 ***
ORIGIN_SZG02130 2.8993957 0.0985895 29.409 < 2e-16 ***
ORIGIN_SZG02131 3.3182361 0.0986107 33.650 < 2e-16 ***
ORIGIN_SZG02132 2.4213364 0.0986858 24.536 < 2e-16 ***
ORIGIN_SZG02148 1.7869479 0.0991098 18.030 < 2e-16 ***
ORIGIN_SZG02149 0.4344101 0.0996990 4.357 1.32e-05 ***
ORIGIN_SZG02150 2.9126278 0.0986143 29.536 < 2e-16 ***
ORIGIN_SZG02151 3.2783793 0.0985737 33.258 < 2e-16 ***
ORIGIN_SZG02152 3.5189307 0.0985836 35.695 < 2e-16 ***
ORIGIN_SZG02153 2.9359366 0.0986627 29.757 < 2e-16 ***
ORIGIN_SZG02171 1.8427294 0.0987535 18.660 < 2e-16 ***
ORIGIN_SZG02172 2.2159198 0.0988061 22.427 < 2e-16 ***
ORIGIN_SZG02173 2.4616155 0.0986438 24.955 < 2e-16 ***
ORIGIN_SZG02174 2.8576752 0.0986440 28.970 < 2e-16 ***
ORIGIN_SZG02191 1.6695616 0.0990088 16.863 < 2e-16 ***
ORIGIN_SZG02192 1.2789126 0.0990846 12.907 < 2e-16 ***
ORIGIN_SZG02193 2.4115893 0.0986868 24.437 < 2e-16 ***
ORIGIN_SZG02194 2.6941643 0.0986377 27.314 < 2e-16 ***
ORIGIN_SZG02195 2.0501425 0.1004921 20.401 < 2e-16 ***
ORIGIN_SZG02212 -0.7365207 0.1267995 -5.809 6.30e-09 ***
ORIGIN_SZG02213 -0.8622368 0.1056012 -8.165 3.21e-16 ***
ORIGIN_SZG02214 0.6193999 0.1014164 6.107 1.01e-09 ***
ORIGIN_SZG02215 2.4057317 0.0987229 24.369 < 2e-16 ***
ORIGIN_SZG02216 1.4433376 0.0990717 14.569 < 2e-16 ***
ORIGIN_SZG02233 -0.5175908 0.1058464 -4.890 1.01e-06 ***
ORIGIN_SZG02234 1.5171228 0.1003830 15.113 < 2e-16 ***
ORIGIN_SZG02235 1.3365251 0.0993346 13.455 < 2e-16 ***
ORIGIN_SZG02236 1.2240579 0.0993011 12.327 < 2e-16 ***
ORIGIN_SZG02237 -0.9052932 0.1120605 -8.079 6.55e-16 ***
ORIGIN_SZG02256 -0.5710006 0.1105491 -5.165 2.40e-07 ***
ORIGIN_SZG02257 0.9104650 0.1001961 9.087 < 2e-16 ***
ORIGIN_SZG02258 0.2698054 0.1000460 2.697 0.007001 **
ORIGIN_SZG02259 0.1406211 0.1045659 1.345 0.178687
ORIGIN_SZG02277 0.5541715 0.1060189 5.227 1.72e-07 ***
ORIGIN_SZG02278 1.4937252 0.0996205 14.994 < 2e-16 ***
ORIGIN_SZG02279 0.4141965 0.1003152 4.129 3.64e-05 ***
ORIGIN_SZG02280 -1.2967259 0.1407466 -9.213 < 2e-16 ***
ORIGIN_SZG02297 2.6936409 0.0988969 27.237 < 2e-16 ***
ORIGIN_SZG02300 -1.0637337 0.1150743 -9.244 < 2e-16 ***
ORIGIN_SZG02301 0.6425035 0.1001687 6.414 1.42e-10 ***
ORIGIN_SZG02318 0.9700321 0.1001614 9.685 < 2e-16 ***
ORIGIN_SZG02319 1.9660711 0.0990119 19.857 < 2e-16 ***
ORIGIN_SZG02322 1.6595221 0.0992308 16.724 < 2e-16 ***
ORIGIN_SZG02337 2.6093240 0.0996678 26.180 < 2e-16 ***
ORIGIN_SZG02341 2.2708282 0.0989132 22.958 < 2e-16 ***
ORIGIN_SZG02343 1.2910459 0.0994883 12.977 < 2e-16 ***
ORIGIN_SZG02361 1.9345366 0.0990612 19.529 < 2e-16 ***
ORIGIN_SZG02364 -1.2269004 0.1177200 -10.422 < 2e-16 ***
ORIGIN_SZG02379 2.0455490 0.0999794 20.460 < 2e-16 ***
ORIGIN_SZG02384 1.8200275 0.0995506 18.282 < 2e-16 ***
ORIGIN_SZG02405 1.5578598 0.0995296 15.652 < 2e-16 ***
ORIGIN_SZG02406 0.1127001 0.1039303 1.084 0.278196
ORIGIN_SZG02426 1.8516375 0.1019508 18.162 < 2e-16 ***
ORIGIN_SZG02427 2.5177885 0.0990601 25.417 < 2e-16 ***
ORIGIN_SZG02505 1.7026231 0.1049810 16.218 < 2e-16 ***
log(DEST_BIZ_COUNT) 0.0978385 0.0001802 542.881 < 2e-16 ***
log(DEST_FnB_COUNT) -0.1492237 0.0002565 -581.698 < 2e-16 ***
log(DEST_FINSERV_COUNT) 0.4976232 0.0002042 2437.326 < 2e-16 ***
log(dist) -1.4885748 0.0002601 -5723.301 < 2e-16 ***
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
(Dispersion parameter for poisson family taken to be 1)
Null deviance: 98771330 on 65139 degrees of freedom
Residual deviance: 37397685 on 64320 degrees of freedom
AIC: 37757526
Number of Fisher Scoring iterations: 7We can examine how the constraints hold for destinations this time.
CalcRSquared(orcSIM$data$MORNING_PEAK, orcSIM$fitted.values)[1] 0.3130585Analysis
Not all the attractiveness values used in this study has impact the number of trips people take in the morning peak hour. This model suggests that increases in the business count and financial services count are associated with an increase in the number of trips. Increase in F&B Outlet doesn’t have much impact on trips generation to destination. The negative coefficient for distance indicates that as the distance increases, the number of trips decreases, is expected.
Destination constrained
In this section, we will fit a destination constrained SIM by using the code chunk below.
decSIM <- glm(formula = MORNING_PEAK ~
DESTIN_SZ +
log(ORIG_BUSSTOP_COUNT) +
log(ORIG_TEXIT_COUNT) +
log(ORIG_HDB_COUNT) +
log(dist),
family = poisson(link = "log"),
data = SIM_data,
na.action = na.exclude)
summary(decSIM)
Call:
glm(formula = MORNING_PEAK ~ DESTIN_SZ + log(ORIG_BUSSTOP_COUNT) +
log(ORIG_TEXIT_COUNT) + log(ORIG_HDB_COUNT) + log(dist),
family = poisson(link = "log"), data = SIM_data, na.action = na.exclude)
Coefficients:
Estimate Std. Error z value Pr(>|z|)
(Intercept) 1.551e+01 4.597e-02 337.332 < 2e-16 ***
DESTIN_SZG00044 2.215e+00 5.052e-02 43.850 < 2e-16 ***
DESTIN_SZG00046 1.320e+00 5.001e-02 26.390 < 2e-16 ***
DESTIN_SZG00066 4.598e-01 6.322e-02 7.273 3.51e-13 ***
DESTIN_SZG00067 1.177e+00 4.771e-02 24.671 < 2e-16 ***
DESTIN_SZG00068 1.211e+00 4.970e-02 24.375 < 2e-16 ***
DESTIN_SZG00086 -1.976e-03 5.740e-02 -0.034 0.972533
DESTIN_SZG00087 -1.452e+00 9.841e-02 -14.756 < 2e-16 ***
DESTIN_SZG00088 3.149e-01 4.885e-02 6.446 1.15e-10 ***
DESTIN_SZG00089 7.826e-01 5.063e-02 15.457 < 2e-16 ***
DESTIN_SZG00090 -2.834e+00 5.021e-01 -5.645 1.66e-08 ***
DESTIN_SZG00109 5.016e-01 5.244e-02 9.564 < 2e-16 ***
DESTIN_SZG00110 -1.945e+00 1.105e-01 -17.601 < 2e-16 ***
DESTIN_SZG00111 1.337e+00 4.726e-02 28.285 < 2e-16 ***
DESTIN_SZG00112 -9.178e-01 5.485e-02 -16.734 < 2e-16 ***
DESTIN_SZG00128 8.833e-01 5.091e-02 17.349 < 2e-16 ***
DESTIN_SZG00129 -2.226e+00 1.215e-01 -18.313 < 2e-16 ***
DESTIN_SZG00130 3.197e-01 5.082e-02 6.290 3.17e-10 ***
DESTIN_SZG00131 -2.469e-01 5.197e-02 -4.752 2.02e-06 ***
DESTIN_SZG00132 9.103e-01 4.822e-02 18.879 < 2e-16 ***
DESTIN_SZG00133 4.684e-01 4.753e-02 9.855 < 2e-16 ***
DESTIN_SZG00134 7.310e-01 4.736e-02 15.436 < 2e-16 ***
DESTIN_SZG00150 6.856e-01 5.228e-02 13.114 < 2e-16 ***
DESTIN_SZG00151 3.563e-01 5.055e-02 7.049 1.80e-12 ***
DESTIN_SZG00152 1.665e+00 4.782e-02 34.823 < 2e-16 ***
DESTIN_SZG00153 1.023e+00 4.760e-02 21.484 < 2e-16 ***
DESTIN_SZG00154 -8.599e-01 5.304e-02 -16.214 < 2e-16 ***
DESTIN_SZG00155 -8.322e-02 4.900e-02 -1.699 0.089409 .
DESTIN_SZG00156 6.732e-01 4.947e-02 13.608 < 2e-16 ***
DESTIN_SZG00172 -1.006e+00 6.377e-02 -15.779 < 2e-16 ***
DESTIN_SZG00174 6.730e-01 4.810e-02 13.992 < 2e-16 ***
DESTIN_SZG00175 6.175e-01 4.706e-02 13.123 < 2e-16 ***
DESTIN_SZG00176 -8.213e-01 5.316e-02 -15.449 < 2e-16 ***
DESTIN_SZG00195 -5.173e-01 5.471e-02 -9.455 < 2e-16 ***
DESTIN_SZG00196 7.339e-01 4.700e-02 15.616 < 2e-16 ***
DESTIN_SZG00197 -1.922e+00 9.784e-02 -19.641 < 2e-16 ***
DESTIN_SZG00215 5.199e-01 5.349e-02 9.720 < 2e-16 ***
DESTIN_SZG00216 -3.947e-02 4.854e-02 -0.813 0.416104
DESTIN_SZG00217 1.218e+00 4.676e-02 26.047 < 2e-16 ***
DESTIN_SZG00237 -2.206e-01 5.402e-02 -4.083 4.45e-05 ***
DESTIN_SZG00238 1.308e-01 4.820e-02 2.713 0.006661 **
DESTIN_SZG00239 1.989e-01 5.461e-02 3.642 0.000270 ***
DESTIN_SZG00257 7.766e-01 4.823e-02 16.102 < 2e-16 ***
DESTIN_SZG00258 -4.100e-01 4.980e-02 -8.234 < 2e-16 ***
DESTIN_SZG00259 9.948e-01 4.745e-02 20.966 < 2e-16 ***
DESTIN_SZG00278 8.176e-01 4.838e-02 16.902 < 2e-16 ***
DESTIN_SZG00279 3.646e-01 4.759e-02 7.660 1.86e-14 ***
DESTIN_SZG00280 9.503e-01 4.745e-02 20.026 < 2e-16 ***
DESTIN_SZG00298 -2.307e+00 1.402e-01 -16.457 < 2e-16 ***
DESTIN_SZG00299 6.175e-01 4.866e-02 12.689 < 2e-16 ***
DESTIN_SZG00300 -8.917e-02 4.887e-02 -1.825 0.068066 .
DESTIN_SZG00320 8.379e-01 4.774e-02 17.549 < 2e-16 ***
DESTIN_SZG00321 -3.577e-02 5.125e-02 -0.698 0.485272
DESTIN_SZG00322 1.743e+00 4.733e-02 36.828 < 2e-16 ***
DESTIN_SZG00340 2.094e+00 4.717e-02 44.398 < 2e-16 ***
DESTIN_SZG00341 8.530e-01 4.738e-02 18.002 < 2e-16 ***
DESTIN_SZG00342 1.447e+00 4.699e-02 30.787 < 2e-16 ***
DESTIN_SZG00363 7.929e-01 4.779e-02 16.593 < 2e-16 ***
DESTIN_SZG00364 2.286e+00 4.651e-02 49.158 < 2e-16 ***
DESTIN_SZG00383 1.116e+00 4.673e-02 23.876 < 2e-16 ***
DESTIN_SZG00384 1.547e+00 4.662e-02 33.179 < 2e-16 ***
DESTIN_SZG00385 1.208e+00 4.824e-02 25.048 < 2e-16 ***
DESTIN_SZG00404 1.603e+00 4.822e-02 33.248 < 2e-16 ***
DESTIN_SZG00405 1.419e+00 4.701e-02 30.178 < 2e-16 ***
DESTIN_SZG00406 1.301e+00 4.618e-02 28.165 < 2e-16 ***
DESTIN_SZG00407 1.502e+00 4.667e-02 32.184 < 2e-16 ***
DESTIN_SZG00408 2.550e+00 4.613e-02 55.272 < 2e-16 ***
DESTIN_SZG00425 1.668e-02 5.164e-02 0.323 0.746658
DESTIN_SZG00426 8.904e-01 4.703e-02 18.932 < 2e-16 ***
DESTIN_SZG00427 -1.642e+00 5.140e-02 -31.935 < 2e-16 ***
DESTIN_SZG00428 4.852e-01 4.706e-02 10.310 < 2e-16 ***
DESTIN_SZG00429 1.408e-01 5.120e-02 2.750 0.005967 **
DESTIN_SZG00446 5.624e-01 5.092e-02 11.044 < 2e-16 ***
DESTIN_SZG00447 -3.485e-02 4.901e-02 -0.711 0.476969
DESTIN_SZG00448 4.120e-01 4.732e-02 8.707 < 2e-16 ***
DESTIN_SZG00449 4.620e-01 4.654e-02 9.927 < 2e-16 ***
DESTIN_SZG00450 -2.209e-03 4.741e-02 -0.047 0.962843
DESTIN_SZG00468 8.495e-01 4.700e-02 18.074 < 2e-16 ***
DESTIN_SZG00469 8.743e-02 4.669e-02 1.873 0.061119 .
DESTIN_SZG00470 4.663e-01 4.641e-02 10.048 < 2e-16 ***
DESTIN_SZG00471 3.165e-01 4.842e-02 6.537 6.28e-11 ***
DESTIN_SZG00488 1.930e-01 5.101e-02 3.784 0.000154 ***
DESTIN_SZG00489 -1.528e+00 6.586e-02 -23.199 < 2e-16 ***
DESTIN_SZG00490 6.931e-01 4.667e-02 14.851 < 2e-16 ***
DESTIN_SZG00491 -1.308e+00 4.824e-02 -27.119 < 2e-16 ***
DESTIN_SZG00493 -1.944e+00 6.740e-02 -28.843 < 2e-16 ***
DESTIN_SZG00494 -2.968e-01 5.081e-02 -5.842 5.17e-09 ***
DESTIN_SZG00509 1.361e-01 4.816e-02 2.825 0.004723 **
DESTIN_SZG00510 7.675e-01 4.693e-02 16.355 < 2e-16 ***
DESTIN_SZG00511 2.992e-01 4.637e-02 6.451 1.11e-10 ***
DESTIN_SZG00512 2.855e-01 4.631e-02 6.165 7.06e-10 ***
DESTIN_SZG00513 1.421e+00 4.647e-02 30.578 < 2e-16 ***
DESTIN_SZG00514 6.906e-01 4.737e-02 14.578 < 2e-16 ***
DESTIN_SZG00515 -3.409e-01 5.431e-02 -6.277 3.45e-10 ***
DESTIN_SZG00530 -5.472e-01 5.461e-02 -10.021 < 2e-16 ***
DESTIN_SZG00531 1.890e+00 4.628e-02 40.852 < 2e-16 ***
DESTIN_SZG00532 3.558e-01 4.674e-02 7.611 2.72e-14 ***
DESTIN_SZG00533 1.853e+00 4.601e-02 40.260 < 2e-16 ***
DESTIN_SZG00534 3.934e-01 4.634e-02 8.489 < 2e-16 ***
DESTIN_SZG00536 -2.728e-01 4.916e-02 -5.549 2.88e-08 ***
DESTIN_SZG00537 -6.679e-01 5.683e-02 -11.753 < 2e-16 ***
DESTIN_SZG00538 -1.352e+00 6.249e-02 -21.631 < 2e-16 ***
DESTIN_SZG00539 -4.442e+00 5.792e-01 -7.669 1.73e-14 ***
DESTIN_SZG00551 1.662e-01 4.920e-02 3.377 0.000732 ***
DESTIN_SZG00552 1.959e+00 4.707e-02 41.612 < 2e-16 ***
DESTIN_SZG00553 -1.269e-01 4.669e-02 -2.719 0.006556 **
DESTIN_SZG00554 -6.449e-02 4.641e-02 -1.390 0.164679
DESTIN_SZG00555 9.274e-01 4.651e-02 19.941 < 2e-16 ***
DESTIN_SZG00559 -1.548e+00 7.113e-02 -21.768 < 2e-16 ***
DESTIN_SZG00560 6.609e-01 4.866e-02 13.581 < 2e-16 ***
DESTIN_SZG00561 -1.170e+00 8.146e-02 -14.361 < 2e-16 ***
DESTIN_SZG00572 -1.057e-02 5.618e-02 -0.188 0.850706
DESTIN_SZG00573 1.182e+00 4.698e-02 25.161 < 2e-16 ***
DESTIN_SZG00574 3.276e-01 4.869e-02 6.729 1.71e-11 ***
DESTIN_SZG00575 2.521e+00 4.597e-02 54.838 < 2e-16 ***
DESTIN_SZG00576 2.577e-01 4.634e-02 5.561 2.68e-08 ***
DESTIN_SZG00578 -3.046e+00 1.161e-01 -26.242 < 2e-16 ***
DESTIN_SZG00582 -1.880e+00 8.024e-02 -23.430 < 2e-16 ***
DESTIN_SZG00583 -3.334e+00 2.230e-01 -14.951 < 2e-16 ***
DESTIN_SZG00584 -3.502e-01 5.763e-02 -6.077 1.22e-09 ***
DESTIN_SZG00593 -5.621e-01 5.166e-02 -10.881 < 2e-16 ***
DESTIN_SZG00594 4.641e-01 4.777e-02 9.714 < 2e-16 ***
DESTIN_SZG00595 9.451e-01 4.627e-02 20.424 < 2e-16 ***
DESTIN_SZG00596 3.931e-01 4.620e-02 8.509 < 2e-16 ***
DESTIN_SZG00597 -1.003e-01 4.841e-02 -2.072 0.038266 *
DESTIN_SZG00603 -1.671e+00 6.866e-02 -24.334 < 2e-16 ***
DESTIN_SZG00604 -2.687e-01 6.390e-02 -4.205 2.61e-05 ***
DESTIN_SZG00615 -3.510e-01 4.815e-02 -7.289 3.13e-13 ***
DESTIN_SZG00616 6.716e-01 4.667e-02 14.392 < 2e-16 ***
DESTIN_SZG00617 -4.663e-01 4.681e-02 -9.963 < 2e-16 ***
DESTIN_SZG00618 1.814e-01 4.632e-02 3.917 8.98e-05 ***
DESTIN_SZG00620 6.327e-01 4.718e-02 13.410 < 2e-16 ***
DESTIN_SZG00637 1.580e-01 4.714e-02 3.352 0.000801 ***
DESTIN_SZG00638 2.587e-01 4.626e-02 5.592 2.24e-08 ***
DESTIN_SZG00657 1.154e+00 4.642e-02 24.858 < 2e-16 ***
DESTIN_SZG00658 5.830e-01 4.629e-02 12.596 < 2e-16 ***
DESTIN_SZG00659 4.898e-01 4.626e-02 10.590 < 2e-16 ***
DESTIN_SZG00660 1.041e+00 4.609e-02 22.590 < 2e-16 ***
DESTIN_SZG00662 5.277e-01 4.722e-02 11.174 < 2e-16 ***
DESTIN_SZG00677 1.188e+00 4.681e-02 25.376 < 2e-16 ***
DESTIN_SZG00678 -6.055e-01 4.792e-02 -12.635 < 2e-16 ***
DESTIN_SZG00679 8.266e-01 4.617e-02 17.902 < 2e-16 ***
DESTIN_SZG00680 2.359e+00 4.598e-02 51.301 < 2e-16 ***
DESTIN_SZG00681 -1.095e+00 4.926e-02 -22.224 < 2e-16 ***
DESTIN_SZG00699 6.347e-01 4.672e-02 13.585 < 2e-16 ***
DESTIN_SZG00700 3.878e-01 4.639e-02 8.358 < 2e-16 ***
DESTIN_SZG00701 -1.727e+00 4.970e-02 -34.740 < 2e-16 ***
DESTIN_SZG00702 6.596e-01 4.615e-02 14.290 < 2e-16 ***
DESTIN_SZG00704 6.372e-01 4.701e-02 13.555 < 2e-16 ***
DESTIN_SZG00722 -1.838e-01 4.690e-02 -3.919 8.88e-05 ***
DESTIN_SZG00725 -1.623e+00 5.315e-02 -30.538 < 2e-16 ***
DESTIN_SZG00741 1.203e+00 4.643e-02 25.904 < 2e-16 ***
DESTIN_SZG00743 -2.111e+00 5.044e-02 -41.851 < 2e-16 ***
DESTIN_SZG00744 6.919e-01 4.617e-02 14.986 < 2e-16 ***
DESTIN_SZG00761 1.350e+00 4.661e-02 28.956 < 2e-16 ***
DESTIN_SZG00762 -3.655e-01 4.760e-02 -7.680 1.59e-14 ***
DESTIN_SZG00763 -1.969e+00 5.021e-02 -39.212 < 2e-16 ***
DESTIN_SZG00764 1.233e+00 4.605e-02 26.780 < 2e-16 ***
DESTIN_SZG00765 1.388e-02 4.681e-02 0.297 0.766816
DESTIN_SZG00767 4.666e-01 4.640e-02 10.057 < 2e-16 ***
DESTIN_SZG00772 -7.308e-01 5.744e-02 -12.724 < 2e-16 ***
DESTIN_SZG00784 -1.547e+00 5.000e-02 -30.945 < 2e-16 ***
DESTIN_SZG00785 2.183e-01 4.624e-02 4.721 2.35e-06 ***
DESTIN_SZG00786 4.345e-01 4.618e-02 9.410 < 2e-16 ***
DESTIN_SZG00787 6.592e-02 4.687e-02 1.407 0.159534
DESTIN_SZG00788 -1.079e+00 4.796e-02 -22.504 < 2e-16 ***
DESTIN_SZG00789 -1.240e+00 4.886e-02 -25.383 < 2e-16 ***
DESTIN_SZG00803 7.044e-02 4.789e-02 1.471 0.141341
DESTIN_SZG00804 6.130e-01 4.638e-02 13.217 < 2e-16 ***
DESTIN_SZG00805 1.814e+00 4.600e-02 39.425 < 2e-16 ***
DESTIN_SZG00806 7.922e-02 4.628e-02 1.712 0.086928 .
DESTIN_SZG00807 2.565e-01 4.642e-02 5.526 3.28e-08 ***
DESTIN_SZG00808 -1.327e+00 4.994e-02 -26.564 < 2e-16 ***
DESTIN_SZG00809 3.639e-01 4.622e-02 7.873 3.45e-15 ***
DESTIN_SZG00810 -1.327e-01 4.669e-02 -2.842 0.004480 **
DESTIN_SZG00814 2.549e-02 4.978e-02 0.512 0.608552
DESTIN_SZG00819 5.132e+00 4.777e-02 107.426 < 2e-16 ***
DESTIN_SZG00824 2.807e-01 4.779e-02 5.873 4.27e-09 ***
DESTIN_SZG00826 2.707e-01 4.630e-02 5.847 5.00e-09 ***
DESTIN_SZG00827 1.488e-01 4.633e-02 3.213 0.001315 **
DESTIN_SZG00828 4.356e-01 4.616e-02 9.436 < 2e-16 ***
DESTIN_SZG00829 -1.834e-01 4.662e-02 -3.932 8.41e-05 ***
DESTIN_SZG00830 -1.055e+00 4.762e-02 -22.161 < 2e-16 ***
DESTIN_SZG00831 2.104e+00 4.598e-02 45.767 < 2e-16 ***
DESTIN_SZG00832 2.099e+00 4.603e-02 45.600 < 2e-16 ***
DESTIN_SZG00835 -3.082e-01 4.977e-02 -6.193 5.91e-10 ***
DESTIN_SZG00844 -8.671e-02 4.923e-02 -1.761 0.078181 .
DESTIN_SZG00846 2.625e-01 4.642e-02 5.656 1.55e-08 ***
DESTIN_SZG00847 1.109e+00 4.612e-02 24.034 < 2e-16 ***
DESTIN_SZG00848 -1.128e-03 4.633e-02 -0.024 0.980583
DESTIN_SZG00849 -5.636e-01 4.663e-02 -12.087 < 2e-16 ***
DESTIN_SZG00850 2.706e-01 4.626e-02 5.849 4.94e-09 ***
DESTIN_SZG00851 -4.919e-02 4.631e-02 -1.062 0.288145
DESTIN_SZG00852 -2.924e-01 4.665e-02 -6.269 3.64e-10 ***
DESTIN_SZG00853 5.763e-01 4.659e-02 12.370 < 2e-16 ***
DESTIN_SZG00854 3.846e-01 4.800e-02 8.011 1.13e-15 ***
DESTIN_SZG00855 -4.197e-01 4.986e-02 -8.417 < 2e-16 ***
DESTIN_SZG00856 -1.278e+00 5.553e-02 -23.019 < 2e-16 ***
DESTIN_SZG00866 6.886e-01 4.696e-02 14.663 < 2e-16 ***
DESTIN_SZG00867 1.560e+00 4.613e-02 33.822 < 2e-16 ***
DESTIN_SZG00868 1.191e+00 4.621e-02 25.770 < 2e-16 ***
DESTIN_SZG00869 2.000e+00 4.617e-02 43.313 < 2e-16 ***
DESTIN_SZG00870 1.655e+00 4.600e-02 35.971 < 2e-16 ***
DESTIN_SZG00871 1.852e+00 4.606e-02 40.212 < 2e-16 ***
DESTIN_SZG00872 3.824e-01 4.624e-02 8.269 < 2e-16 ***
DESTIN_SZG00873 -3.599e-02 4.657e-02 -0.773 0.439702
DESTIN_SZG00874 -1.245e+00 4.776e-02 -26.073 < 2e-16 ***
DESTIN_SZG00875 -1.046e+00 5.386e-02 -19.429 < 2e-16 ***
DESTIN_SZG00876 -4.317e-01 4.970e-02 -8.685 < 2e-16 ***
DESTIN_SZG00877 4.431e-01 4.800e-02 9.230 < 2e-16 ***
DESTIN_SZG00887 3.292e-01 4.663e-02 7.060 1.66e-12 ***
DESTIN_SZG00888 -9.861e-01 4.785e-02 -20.609 < 2e-16 ***
DESTIN_SZG00889 -1.696e-01 4.763e-02 -3.561 0.000370 ***
DESTIN_SZG00890 7.364e-01 4.616e-02 15.953 < 2e-16 ***
DESTIN_SZG00891 -6.553e-01 4.805e-02 -13.637 < 2e-16 ***
DESTIN_SZG00893 6.924e-01 4.612e-02 15.012 < 2e-16 ***
DESTIN_SZG00894 -9.625e-01 4.735e-02 -20.325 < 2e-16 ***
DESTIN_SZG00895 1.550e-01 4.684e-02 3.309 0.000937 ***
DESTIN_SZG00896 -1.559e+00 5.482e-02 -28.442 < 2e-16 ***
DESTIN_SZG00897 -1.633e+00 5.334e-02 -30.620 < 2e-16 ***
DESTIN_SZG00898 2.468e-01 4.801e-02 5.141 2.73e-07 ***
DESTIN_SZG00908 9.093e-01 4.706e-02 19.322 < 2e-16 ***
DESTIN_SZG00909 1.714e-01 4.635e-02 3.698 0.000217 ***
DESTIN_SZG00910 -7.365e-01 4.740e-02 -15.538 < 2e-16 ***
DESTIN_SZG00911 1.586e+00 4.607e-02 34.429 < 2e-16 ***
DESTIN_SZG00912 -1.029e-01 4.645e-02 -2.216 0.026717 *
DESTIN_SZG00915 1.410e-01 4.629e-02 3.045 0.002324 **
DESTIN_SZG00917 1.355e+00 4.624e-02 29.294 < 2e-16 ***
DESTIN_SZG00918 -2.110e+00 6.081e-02 -34.703 < 2e-16 ***
DESTIN_SZG00919 -4.130e-01 4.815e-02 -8.578 < 2e-16 ***
DESTIN_SZG00928 -7.819e-01 4.894e-02 -15.976 < 2e-16 ***
DESTIN_SZG00929 8.383e-02 4.642e-02 1.806 0.070903 .
DESTIN_SZG00930 1.215e+00 4.606e-02 26.389 < 2e-16 ***
DESTIN_SZG00931 -9.417e-02 4.701e-02 -2.003 0.045178 *
DESTIN_SZG00932 -1.732e+00 5.195e-02 -33.343 < 2e-16 ***
DESTIN_SZG00933 2.862e-01 4.651e-02 6.153 7.59e-10 ***
DESTIN_SZG00934 -7.059e-02 4.662e-02 -1.514 0.129950
DESTIN_SZG00935 2.104e+00 4.598e-02 45.758 < 2e-16 ***
DESTIN_SZG00938 -3.508e+00 1.800e-01 -19.487 < 2e-16 ***
DESTIN_SZG00939 2.359e+00 4.604e-02 51.244 < 2e-16 ***
DESTIN_SZG00940 -4.589e-01 4.949e-02 -9.273 < 2e-16 ***
DESTIN_SZG00949 -7.237e-01 4.811e-02 -15.042 < 2e-16 ***
DESTIN_SZG00950 1.272e+00 4.617e-02 27.551 < 2e-16 ***
DESTIN_SZG00951 2.061e+00 4.599e-02 44.823 < 2e-16 ***
DESTIN_SZG00952 9.400e-01 4.654e-02 20.196 < 2e-16 ***
DESTIN_SZG00953 3.295e-01 4.669e-02 7.056 1.71e-12 ***
DESTIN_SZG00954 -1.544e+00 4.898e-02 -31.523 < 2e-16 ***
DESTIN_SZG00955 1.257e+00 4.611e-02 27.258 < 2e-16 ***
DESTIN_SZG00956 -5.538e-01 4.680e-02 -11.833 < 2e-16 ***
DESTIN_SZG00957 -7.190e-02 4.668e-02 -1.540 0.123483
DESTIN_SZG00959 -1.257e-01 5.087e-02 -2.472 0.013445 *
DESTIN_SZG00961 4.648e-03 4.742e-02 0.098 0.921916
DESTIN_SZG00962 2.091e+00 4.615e-02 45.307 < 2e-16 ***
DESTIN_SZG00970 6.214e-01 4.631e-02 13.417 < 2e-16 ***
DESTIN_SZG00971 7.302e-01 4.613e-02 15.830 < 2e-16 ***
DESTIN_SZG00972 7.116e-02 4.643e-02 1.533 0.125327
DESTIN_SZG00974 -3.365e-01 4.707e-02 -7.149 8.71e-13 ***
DESTIN_SZG00975 -1.299e+00 4.862e-02 -26.709 < 2e-16 ***
DESTIN_SZG00976 -6.885e-01 4.724e-02 -14.577 < 2e-16 ***
DESTIN_SZG00977 1.258e-02 4.635e-02 0.271 0.786141
DESTIN_SZG00978 -3.528e-01 4.715e-02 -7.483 7.29e-14 ***
DESTIN_SZG00982 -5.421e-01 4.714e-02 -11.500 < 2e-16 ***
DESTIN_SZG00983 6.345e+00 4.604e-02 137.800 < 2e-16 ***
DESTIN_SZG00984 4.707e+00 4.608e-02 102.158 < 2e-16 ***
DESTIN_SZG00991 6.135e-01 4.639e-02 13.224 < 2e-16 ***
DESTIN_SZG00992 7.957e-01 4.622e-02 17.216 < 2e-16 ***
DESTIN_SZG00993 -6.518e-01 4.688e-02 -13.904 < 2e-16 ***
DESTIN_SZG00994 -7.159e-01 4.724e-02 -15.153 < 2e-16 ***
DESTIN_SZG00995 9.236e-02 4.657e-02 1.983 0.047342 *
DESTIN_SZG00996 -3.699e-01 4.715e-02 -7.846 4.31e-15 ***
DESTIN_SZG00997 2.371e-01 4.772e-02 4.969 6.73e-07 ***
DESTIN_SZG00998 5.990e-01 4.627e-02 12.946 < 2e-16 ***
DESTIN_SZG00999 -3.309e-01 4.692e-02 -7.052 1.76e-12 ***
DESTIN_SZG01001 9.256e-02 4.843e-02 1.911 0.055981 .
DESTIN_SZG01003 1.941e+00 4.602e-02 42.183 < 2e-16 ***
DESTIN_SZG01004 1.214e+00 4.614e-02 26.300 < 2e-16 ***
DESTIN_SZG01011 2.304e-01 4.741e-02 4.860 1.17e-06 ***
DESTIN_SZG01012 1.618e+00 4.628e-02 34.956 < 2e-16 ***
DESTIN_SZG01013 2.360e-01 4.651e-02 5.073 3.91e-07 ***
DESTIN_SZG01014 -1.426e+00 4.853e-02 -29.394 < 2e-16 ***
DESTIN_SZG01015 1.424e+00 4.610e-02 30.892 < 2e-16 ***
DESTIN_SZG01016 1.654e+00 4.607e-02 35.904 < 2e-16 ***
DESTIN_SZG01018 -2.186e-01 4.745e-02 -4.606 4.10e-06 ***
DESTIN_SZG01019 6.069e-01 4.627e-02 13.117 < 2e-16 ***
DESTIN_SZG01023 -6.574e-01 4.770e-02 -13.782 < 2e-16 ***
DESTIN_SZG01024 4.575e-01 4.635e-02 9.871 < 2e-16 ***
DESTIN_SZG01025 -3.447e+00 7.923e-02 -43.513 < 2e-16 ***
DESTIN_SZG01033 6.979e-01 4.639e-02 15.044 < 2e-16 ***
DESTIN_SZG01034 1.149e+00 4.613e-02 24.900 < 2e-16 ***
DESTIN_SZG01035 9.734e-01 4.615e-02 21.092 < 2e-16 ***
DESTIN_SZG01036 1.585e+00 4.607e-02 34.406 < 2e-16 ***
DESTIN_SZG01037 4.038e-01 4.630e-02 8.722 < 2e-16 ***
DESTIN_SZG01043 7.844e-01 4.715e-02 16.636 < 2e-16 ***
DESTIN_SZG01045 4.032e-01 4.627e-02 8.714 < 2e-16 ***
DESTIN_SZG01046 7.614e-01 4.625e-02 16.460 < 2e-16 ***
DESTIN_SZG01053 1.329e+00 4.615e-02 28.786 < 2e-16 ***
DESTIN_SZG01054 9.887e-01 4.617e-02 21.414 < 2e-16 ***
DESTIN_SZG01055 -3.657e-02 4.659e-02 -0.785 0.432517
DESTIN_SZG01056 -5.953e-01 4.718e-02 -12.618 < 2e-16 ***
DESTIN_SZG01064 -2.391e+00 9.842e-02 -24.299 < 2e-16 ***
DESTIN_SZG01066 1.384e+00 4.608e-02 30.026 < 2e-16 ***
DESTIN_SZG01067 1.300e+00 4.634e-02 28.050 < 2e-16 ***
DESTIN_SZG01074 -7.191e-01 4.784e-02 -15.033 < 2e-16 ***
DESTIN_SZG01075 8.751e-01 4.630e-02 18.902 < 2e-16 ***
DESTIN_SZG01076 9.524e-02 4.639e-02 2.053 0.040085 *
DESTIN_SZG01077 -6.019e-01 4.701e-02 -12.803 < 2e-16 ***
DESTIN_SZG01079 7.507e-01 4.627e-02 16.224 < 2e-16 ***
DESTIN_SZG01085 -8.186e-01 7.256e-02 -11.281 < 2e-16 ***
DESTIN_SZG01087 4.676e-01 4.630e-02 10.101 < 2e-16 ***
DESTIN_SZG01088 9.235e-01 4.622e-02 19.981 < 2e-16 ***
DESTIN_SZG01094 -2.508e+00 6.652e-02 -37.706 < 2e-16 ***
DESTIN_SZG01095 3.054e-01 4.780e-02 6.390 1.66e-10 ***
DESTIN_SZG01096 -2.738e-01 4.820e-02 -5.681 1.34e-08 ***
DESTIN_SZG01097 1.005e+00 4.610e-02 21.803 < 2e-16 ***
DESTIN_SZG01098 -1.436e+00 5.072e-02 -28.313 < 2e-16 ***
DESTIN_SZG01099 1.050e-01 4.654e-02 2.256 0.024059 *
DESTIN_SZG01105 1.802e+00 4.671e-02 38.570 < 2e-16 ***
DESTIN_SZG01106 -2.671e+00 9.646e-02 -27.693 < 2e-16 ***
DESTIN_SZG01107 5.056e-01 4.649e-02 10.875 < 2e-16 ***
DESTIN_SZG01108 2.625e+00 4.596e-02 57.115 < 2e-16 ***
DESTIN_SZG01109 -1.020e+00 5.042e-02 -20.236 < 2e-16 ***
DESTIN_SZG01116 1.141e-01 4.670e-02 2.443 0.014550 *
DESTIN_SZG01117 4.377e-01 4.641e-02 9.430 < 2e-16 ***
DESTIN_SZG01118 -1.446e+00 4.914e-02 -29.419 < 2e-16 ***
DESTIN_SZG01119 -6.877e-01 4.702e-02 -14.624 < 2e-16 ***
DESTIN_SZG01120 -9.021e-01 4.880e-02 -18.485 < 2e-16 ***
DESTIN_SZG01129 -3.108e-02 4.655e-02 -0.668 0.504360
DESTIN_SZG01130 5.939e-01 4.623e-02 12.845 < 2e-16 ***
DESTIN_SZG01131 2.119e+00 4.618e-02 45.876 < 2e-16 ***
DESTIN_SZG01136 1.412e+00 4.615e-02 30.599 < 2e-16 ***
DESTIN_SZG01138 -1.053e+00 4.881e-02 -21.579 < 2e-16 ***
DESTIN_SZG01139 -1.106e-01 4.642e-02 -2.383 0.017170 *
DESTIN_SZG01141 1.021e-01 4.653e-02 2.195 0.028182 *
DESTIN_SZG01148 -7.200e-01 5.440e-02 -13.237 < 2e-16 ***
DESTIN_SZG01149 -3.549e-01 4.774e-02 -7.434 1.05e-13 ***
DESTIN_SZG01150 -1.279e-01 4.638e-02 -2.759 0.005804 **
DESTIN_SZG01151 4.300e-01 4.635e-02 9.278 < 2e-16 ***
DESTIN_SZG01158 -7.047e-01 4.705e-02 -14.977 < 2e-16 ***
DESTIN_SZG01159 -5.888e-01 4.671e-02 -12.606 < 2e-16 ***
DESTIN_SZG01160 9.664e-01 4.609e-02 20.967 < 2e-16 ***
DESTIN_SZG01171 5.024e-01 4.626e-02 10.860 < 2e-16 ***
DESTIN_SZG01172 1.910e+00 4.600e-02 41.526 < 2e-16 ***
DESTIN_SZG01173 1.367e+00 4.617e-02 29.613 < 2e-16 ***
DESTIN_SZG01174 -1.482e+00 6.183e-02 -23.965 < 2e-16 ***
DESTIN_SZG01178 1.523e+00 4.605e-02 33.073 < 2e-16 ***
DESTIN_SZG01179 4.486e-01 4.619e-02 9.712 < 2e-16 ***
DESTIN_SZG01180 4.598e-01 4.616e-02 9.960 < 2e-16 ***
DESTIN_SZG01181 -5.877e-01 4.675e-02 -12.573 < 2e-16 ***
DESTIN_SZG01183 1.242e+00 4.615e-02 26.910 < 2e-16 ***
DESTIN_SZG01190 -6.481e-01 5.411e-02 -11.978 < 2e-16 ***
DESTIN_SZG01192 7.710e-01 4.621e-02 16.685 < 2e-16 ***
DESTIN_SZG01193 7.421e-01 4.621e-02 16.059 < 2e-16 ***
DESTIN_SZG01194 1.153e+00 4.629e-02 24.902 < 2e-16 ***
DESTIN_SZG01200 1.184e-01 4.642e-02 2.550 0.010779 *
DESTIN_SZG01201 -1.538e-01 4.647e-02 -3.310 0.000933 ***
DESTIN_SZG01203 -2.958e-02 4.654e-02 -0.636 0.525039
DESTIN_SZG01204 -7.525e-02 4.672e-02 -1.611 0.107233
DESTIN_SZG01211 -4.263e+00 2.811e-01 -15.164 < 2e-16 ***
DESTIN_SZG01214 -3.800e-01 4.667e-02 -8.143 3.85e-16 ***
DESTIN_SZG01215 3.023e-01 4.717e-02 6.408 1.48e-10 ***
DESTIN_SZG01216 7.564e-01 4.697e-02 16.106 < 2e-16 ***
DESTIN_SZG01220 3.815e-01 4.630e-02 8.240 < 2e-16 ***
DESTIN_SZG01221 8.431e-01 4.609e-02 18.292 < 2e-16 ***
DESTIN_SZG01222 -3.911e-01 4.751e-02 -8.232 < 2e-16 ***
DESTIN_SZG01223 -6.243e-01 4.721e-02 -13.224 < 2e-16 ***
DESTIN_SZG01224 6.312e-02 4.656e-02 1.356 0.175212
DESTIN_SZG01231 -1.653e+00 7.333e-02 -22.535 < 2e-16 ***
DESTIN_SZG01232 -4.324e-02 5.198e-02 -0.832 0.405574
DESTIN_SZG01235 4.600e-01 4.628e-02 9.941 < 2e-16 ***
DESTIN_SZG01236 3.504e-01 4.662e-02 7.516 5.65e-14 ***
DESTIN_SZG01241 -8.204e-01 4.732e-02 -17.335 < 2e-16 ***
DESTIN_SZG01242 -6.054e-01 4.675e-02 -12.950 < 2e-16 ***
DESTIN_SZG01243 4.676e-01 4.619e-02 10.124 < 2e-16 ***
DESTIN_SZG01246 -1.951e-01 4.666e-02 -4.182 2.89e-05 ***
DESTIN_SZG01256 -3.127e-01 4.668e-02 -6.700 2.09e-11 ***
DESTIN_SZG01257 7.629e-01 4.631e-02 16.473 < 2e-16 ***
DESTIN_SZG01258 1.581e+00 4.620e-02 34.227 < 2e-16 ***
DESTIN_SZG01262 -1.071e+00 4.757e-02 -22.523 < 2e-16 ***
DESTIN_SZG01263 1.117e+00 4.604e-02 24.248 < 2e-16 ***
DESTIN_SZG01264 7.876e-02 4.649e-02 1.694 0.090246 .
DESTIN_SZG01265 2.433e-01 4.654e-02 5.228 1.71e-07 ***
DESTIN_SZG01266 5.127e-01 4.639e-02 11.052 < 2e-16 ***
DESTIN_SZG01267 -9.356e-01 4.861e-02 -19.249 < 2e-16 ***
DESTIN_SZG01272 -3.769e+00 1.196e-01 -31.515 < 2e-16 ***
DESTIN_SZG01273 8.187e-01 4.645e-02 17.626 < 2e-16 ***
DESTIN_SZG01277 9.792e-01 4.612e-02 21.232 < 2e-16 ***
DESTIN_SZG01278 6.149e-01 4.631e-02 13.279 < 2e-16 ***
DESTIN_SZG01283 1.580e+00 4.604e-02 34.311 < 2e-16 ***
DESTIN_SZG01284 1.068e+00 4.607e-02 23.172 < 2e-16 ***
DESTIN_SZG01285 6.617e-01 4.613e-02 14.344 < 2e-16 ***
DESTIN_SZG01286 -2.707e-01 4.690e-02 -5.771 7.89e-09 ***
DESTIN_SZG01289 -2.324e+00 5.904e-02 -39.364 < 2e-16 ***
DESTIN_SZG01293 -3.399e+00 8.686e-02 -39.129 < 2e-16 ***
DESTIN_SZG01294 5.485e-01 4.669e-02 11.749 < 2e-16 ***
DESTIN_SZG01295 -1.471e+00 5.100e-02 -28.837 < 2e-16 ***
DESTIN_SZG01298 8.540e-02 4.642e-02 1.840 0.065822 .
DESTIN_SZG01299 -2.591e-02 4.674e-02 -0.554 0.579265
DESTIN_SZG01304 4.222e-01 4.628e-02 9.122 < 2e-16 ***
DESTIN_SZG01305 5.897e-01 4.611e-02 12.789 < 2e-16 ***
DESTIN_SZG01307 -6.965e-01 4.975e-02 -13.999 < 2e-16 ***
DESTIN_SZG01308 7.437e-01 4.623e-02 16.087 < 2e-16 ***
DESTIN_SZG01310 -4.518e+00 1.945e-01 -23.229 < 2e-16 ***
DESTIN_SZG01316 -1.095e+00 4.851e-02 -22.565 < 2e-16 ***
DESTIN_SZG01317 -1.118e+00 4.773e-02 -23.430 < 2e-16 ***
DESTIN_SZG01318 -1.395e+00 4.853e-02 -28.749 < 2e-16 ***
DESTIN_SZG01319 1.541e+00 4.604e-02 33.466 < 2e-16 ***
DESTIN_SZG01320 -7.262e-01 4.782e-02 -15.184 < 2e-16 ***
DESTIN_SZG01324 5.081e-01 4.845e-02 10.487 < 2e-16 ***
DESTIN_SZG01325 -1.205e+00 4.803e-02 -25.097 < 2e-16 ***
DESTIN_SZG01326 1.702e-01 4.624e-02 3.681 0.000232 ***
DESTIN_SZG01327 3.316e-01 4.621e-02 7.177 7.10e-13 ***
DESTIN_SZG01328 2.454e-01 4.635e-02 5.294 1.20e-07 ***
DESTIN_SZG01329 2.921e-01 4.669e-02 6.256 3.94e-10 ***
DESTIN_SZG01330 1.560e+00 4.620e-02 33.770 < 2e-16 ***
DESTIN_SZG01331 -4.774e+00 2.623e-01 -18.202 < 2e-16 ***
DESTIN_SZG01333 -1.159e+00 4.854e-02 -23.875 < 2e-16 ***
DESTIN_SZG01334 -5.924e-01 4.765e-02 -12.431 < 2e-16 ***
DESTIN_SZG01335 1.312e+00 4.624e-02 28.377 < 2e-16 ***
DESTIN_SZG01336 -2.459e+00 7.229e-02 -34.012 < 2e-16 ***
DESTIN_SZG01337 -2.156e+00 5.447e-02 -39.581 < 2e-16 ***
DESTIN_SZG01338 -2.382e+00 5.304e-02 -44.912 < 2e-16 ***
DESTIN_SZG01339 1.252e+00 4.607e-02 27.170 < 2e-16 ***
DESTIN_SZG01340 -2.719e-01 4.680e-02 -5.810 6.24e-09 ***
DESTIN_SZG01341 -3.947e+00 1.066e-01 -37.012 < 2e-16 ***
DESTIN_SZG01346 1.769e-01 4.646e-02 3.808 0.000140 ***
DESTIN_SZG01347 1.179e+00 4.606e-02 25.596 < 2e-16 ***
DESTIN_SZG01348 -8.658e-02 4.638e-02 -1.867 0.061940 .
DESTIN_SZG01349 9.650e-01 4.621e-02 20.884 < 2e-16 ***
DESTIN_SZG01350 -1.240e-01 4.758e-02 -2.606 0.009156 **
DESTIN_SZG01353 3.079e-01 4.632e-02 6.647 2.99e-11 ***
DESTIN_SZG01354 -8.876e-01 4.739e-02 -18.731 < 2e-16 ***
DESTIN_SZG01355 -5.807e-01 4.719e-02 -12.305 < 2e-16 ***
DESTIN_SZG01357 -1.103e+00 4.953e-02 -22.278 < 2e-16 ***
DESTIN_SZG01358 1.220e+00 4.607e-02 26.491 < 2e-16 ***
DESTIN_SZG01359 4.538e-03 4.638e-02 0.098 0.922046
DESTIN_SZG01360 -2.303e-01 4.649e-02 -4.953 7.29e-07 ***
DESTIN_SZG01361 -7.696e-02 4.672e-02 -1.647 0.099547 .
DESTIN_SZG01362 -1.525e+00 5.431e-02 -28.082 < 2e-16 ***
DESTIN_SZG01368 -7.895e-01 4.676e-02 -16.883 < 2e-16 ***
DESTIN_SZG01369 -6.815e-01 4.670e-02 -14.592 < 2e-16 ***
DESTIN_SZG01370 1.194e+00 4.606e-02 25.913 < 2e-16 ***
DESTIN_SZG01371 2.398e-01 4.654e-02 5.153 2.57e-07 ***
DESTIN_SZG01372 3.116e-01 4.644e-02 6.710 1.94e-11 ***
DESTIN_SZG01373 -2.617e+00 5.623e-02 -46.547 < 2e-16 ***
DESTIN_SZG01374 -1.470e+00 4.809e-02 -30.574 < 2e-16 ***
DESTIN_SZG01375 4.697e-01 4.647e-02 10.108 < 2e-16 ***
DESTIN_SZG01376 -1.228e+00 4.890e-02 -25.120 < 2e-16 ***
DESTIN_SZG01379 -3.200e+00 7.807e-02 -40.989 < 2e-16 ***
DESTIN_SZG01380 1.892e+00 4.599e-02 41.147 < 2e-16 ***
DESTIN_SZG01381 2.263e+00 4.598e-02 49.219 < 2e-16 ***
DESTIN_SZG01382 1.341e+00 4.612e-02 29.082 < 2e-16 ***
DESTIN_SZG01383 -1.406e+00 4.984e-02 -28.213 < 2e-16 ***
DESTIN_SZG01388 -8.141e-05 4.635e-02 -0.002 0.998598
DESTIN_SZG01389 -4.299e-01 4.647e-02 -9.251 < 2e-16 ***
DESTIN_SZG01390 -9.591e-02 4.641e-02 -2.067 0.038780 *
DESTIN_SZG01391 1.002e+00 4.617e-02 21.699 < 2e-16 ***
DESTIN_SZG01392 8.839e-01 4.753e-02 18.596 < 2e-16 ***
DESTIN_SZG01393 -3.906e-01 4.670e-02 -8.364 < 2e-16 ***
DESTIN_SZG01394 -1.086e-02 4.632e-02 -0.235 0.814552
DESTIN_SZG01395 -2.717e-01 4.644e-02 -5.850 4.92e-09 ***
DESTIN_SZG01396 5.533e-01 4.621e-02 11.973 < 2e-16 ***
DESTIN_SZG01397 -2.348e-01 4.653e-02 -5.046 4.51e-07 ***
DESTIN_SZG01398 -6.539e-01 4.795e-02 -13.636 < 2e-16 ***
DESTIN_SZG01400 -6.837e-01 4.723e-02 -14.477 < 2e-16 ***
DESTIN_SZG01401 1.128e+00 4.604e-02 24.498 < 2e-16 ***
DESTIN_SZG01402 3.981e-01 4.623e-02 8.612 < 2e-16 ***
DESTIN_SZG01404 -3.008e-01 5.083e-02 -5.918 3.26e-09 ***
DESTIN_SZG01410 9.233e-01 4.608e-02 20.038 < 2e-16 ***
DESTIN_SZG01411 -9.800e-02 4.642e-02 -2.111 0.034758 *
DESTIN_SZG01412 9.154e-01 4.610e-02 19.856 < 2e-16 ***
DESTIN_SZG01413 6.242e-01 4.623e-02 13.503 < 2e-16 ***
DESTIN_SZG01414 1.263e-01 4.628e-02 2.730 0.006333 **
DESTIN_SZG01415 3.909e-01 4.623e-02 8.456 < 2e-16 ***
DESTIN_SZG01416 2.339e-02 4.640e-02 0.504 0.614251
DESTIN_SZG01417 6.042e-02 4.626e-02 1.306 0.191494
DESTIN_SZG01418 2.876e-01 4.625e-02 6.219 5.01e-10 ***
DESTIN_SZG01419 -1.661e-01 4.655e-02 -3.567 0.000361 ***
DESTIN_SZG01422 1.643e-01 4.632e-02 3.547 0.000389 ***
DESTIN_SZG01423 6.712e-01 4.620e-02 14.529 < 2e-16 ***
DESTIN_SZG01430 6.919e-01 4.618e-02 14.984 < 2e-16 ***
DESTIN_SZG01431 1.058e+00 4.606e-02 22.963 < 2e-16 ***
DESTIN_SZG01432 7.358e-01 4.610e-02 15.959 < 2e-16 ***
DESTIN_SZG01433 1.230e-01 4.682e-02 2.626 0.008633 **
DESTIN_SZG01434 1.008e+00 4.609e-02 21.861 < 2e-16 ***
DESTIN_SZG01435 4.748e-01 4.615e-02 10.288 < 2e-16 ***
DESTIN_SZG01436 -9.422e-01 4.711e-02 -20.002 < 2e-16 ***
DESTIN_SZG01437 -9.925e-02 4.634e-02 -2.142 0.032217 *
DESTIN_SZG01438 5.336e-01 4.611e-02 11.573 < 2e-16 ***
DESTIN_SZG01439 1.310e+00 4.604e-02 28.458 < 2e-16 ***
DESTIN_SZG01440 8.058e-01 4.631e-02 17.400 < 2e-16 ***
DESTIN_SZG01442 -1.493e+00 4.878e-02 -30.607 < 2e-16 ***
DESTIN_SZG01443 3.627e-01 4.628e-02 7.837 4.62e-15 ***
DESTIN_SZG01444 1.165e+00 4.628e-02 25.164 < 2e-16 ***
DESTIN_SZG01452 1.294e+00 4.603e-02 28.106 < 2e-16 ***
DESTIN_SZG01453 4.757e-01 4.618e-02 10.300 < 2e-16 ***
DESTIN_SZG01454 -6.598e-01 4.724e-02 -13.967 < 2e-16 ***
DESTIN_SZG01455 7.045e-02 4.644e-02 1.517 0.129219
DESTIN_SZG01456 2.928e-01 4.626e-02 6.329 2.47e-10 ***
DESTIN_SZG01457 1.012e+00 4.612e-02 21.938 < 2e-16 ***
DESTIN_SZG01458 1.813e+00 4.599e-02 39.417 < 2e-16 ***
DESTIN_SZG01459 -7.117e-01 4.661e-02 -15.268 < 2e-16 ***
DESTIN_SZG01460 5.686e-01 4.612e-02 12.330 < 2e-16 ***
DESTIN_SZG01461 4.473e-01 4.637e-02 9.647 < 2e-16 ***
DESTIN_SZG01464 3.443e-02 4.644e-02 0.741 0.458545
DESTIN_SZG01465 -4.084e-01 4.708e-02 -8.675 < 2e-16 ***
DESTIN_SZG01472 1.786e-01 4.645e-02 3.845 0.000120 ***
DESTIN_SZG01473 1.135e+00 4.606e-02 24.642 < 2e-16 ***
DESTIN_SZG01474 1.053e+00 4.604e-02 22.874 < 2e-16 ***
DESTIN_SZG01475 8.015e-01 4.610e-02 17.387 < 2e-16 ***
DESTIN_SZG01476 -1.671e-01 4.645e-02 -3.598 0.000321 ***
DESTIN_SZG01477 1.780e+00 4.598e-02 38.723 < 2e-16 ***
DESTIN_SZG01478 1.801e-01 4.620e-02 3.898 9.69e-05 ***
DESTIN_SZG01479 -6.137e-01 4.650e-02 -13.197 < 2e-16 ***
DESTIN_SZG01480 1.741e+00 4.598e-02 37.858 < 2e-16 ***
DESTIN_SZG01481 4.098e-01 4.628e-02 8.855 < 2e-16 ***
DESTIN_SZG01482 1.373e+00 4.616e-02 29.737 < 2e-16 ***
DESTIN_SZG01485 -8.569e-01 4.755e-02 -18.020 < 2e-16 ***
DESTIN_SZG01494 9.725e-01 4.611e-02 21.089 < 2e-16 ***
DESTIN_SZG01495 1.919e-02 4.629e-02 0.415 0.678405
DESTIN_SZG01496 1.029e+00 4.605e-02 22.340 < 2e-16 ***
DESTIN_SZG01497 -2.256e-01 4.647e-02 -4.854 1.21e-06 ***
DESTIN_SZG01498 4.448e-02 4.631e-02 0.960 0.336855
DESTIN_SZG01499 4.509e-01 4.612e-02 9.777 < 2e-16 ***
DESTIN_SZG01500 -1.795e-01 4.666e-02 -3.846 0.000120 ***
DESTIN_SZG01501 7.821e-01 4.608e-02 16.973 < 2e-16 ***
DESTIN_SZG01502 7.682e-01 4.611e-02 16.659 < 2e-16 ***
DESTIN_SZG01506 -2.823e+00 7.786e-02 -36.257 < 2e-16 ***
DESTIN_SZG01515 -2.528e-01 4.791e-02 -5.277 1.31e-07 ***
DESTIN_SZG01516 1.132e+00 4.605e-02 24.587 < 2e-16 ***
DESTIN_SZG01517 1.042e-01 4.635e-02 2.247 0.024648 *
DESTIN_SZG01518 -4.594e-01 4.656e-02 -9.866 < 2e-16 ***
DESTIN_SZG01519 4.012e-02 4.657e-02 0.861 0.388987
DESTIN_SZG01520 2.331e-01 4.621e-02 5.046 4.51e-07 ***
DESTIN_SZG01521 -3.423e-01 4.650e-02 -7.362 1.81e-13 ***
DESTIN_SZG01522 5.380e-01 4.616e-02 11.654 < 2e-16 ***
DESTIN_SZG01523 1.753e+00 4.611e-02 38.011 < 2e-16 ***
DESTIN_SZG01524 -4.584e-01 4.732e-02 -9.686 < 2e-16 ***
DESTIN_SZG01527 -2.091e+00 5.404e-02 -38.698 < 2e-16 ***
DESTIN_SZG01535 -1.391e+00 6.813e-02 -20.423 < 2e-16 ***
DESTIN_SZG01536 -1.277e+00 5.074e-02 -25.175 < 2e-16 ***
DESTIN_SZG01537 4.916e-01 4.628e-02 10.623 < 2e-16 ***
DESTIN_SZG01538 3.507e-01 4.619e-02 7.592 3.14e-14 ***
DESTIN_SZG01539 4.085e-01 4.613e-02 8.855 < 2e-16 ***
DESTIN_SZG01540 -1.584e-01 4.630e-02 -3.422 0.000622 ***
DESTIN_SZG01541 8.375e-01 4.636e-02 18.067 < 2e-16 ***
DESTIN_SZG01542 -3.782e-01 4.688e-02 -8.069 7.08e-16 ***
DESTIN_SZG01543 -3.516e-01 5.252e-02 -6.694 2.18e-11 ***
DESTIN_SZG01544 -1.595e-01 4.676e-02 -3.410 0.000649 ***
DESTIN_SZG01547 -4.610e-01 4.822e-02 -9.560 < 2e-16 ***
DESTIN_SZG01556 -1.852e+00 7.471e-02 -24.788 < 2e-16 ***
DESTIN_SZG01557 -7.787e-01 4.852e-02 -16.047 < 2e-16 ***
DESTIN_SZG01558 7.833e-01 4.753e-02 16.481 < 2e-16 ***
DESTIN_SZG01559 9.128e-01 4.607e-02 19.812 < 2e-16 ***
DESTIN_SZG01560 9.180e-01 4.606e-02 19.929 < 2e-16 ***
DESTIN_SZG01561 3.538e-01 4.634e-02 7.634 2.27e-14 ***
DESTIN_SZG01562 -1.937e+00 4.884e-02 -39.652 < 2e-16 ***
DESTIN_SZG01563 -8.216e-01 4.679e-02 -17.558 < 2e-16 ***
DESTIN_SZG01564 -3.413e-01 4.662e-02 -7.321 2.46e-13 ***
DESTIN_SZG01565 3.156e-01 4.632e-02 6.814 9.51e-12 ***
DESTIN_SZG01566 -1.306e+00 4.870e-02 -26.819 < 2e-16 ***
DESTIN_SZG01567 -8.305e-01 4.904e-02 -16.936 < 2e-16 ***
DESTIN_SZG01568 -1.387e-01 4.745e-02 -2.924 0.003461 **
DESTIN_SZG01578 -2.651e+00 1.092e-01 -24.287 < 2e-16 ***
DESTIN_SZG01580 -1.903e+00 5.164e-02 -36.854 < 2e-16 ***
DESTIN_SZG01581 5.921e-01 4.614e-02 12.833 < 2e-16 ***
DESTIN_SZG01582 7.595e-01 4.608e-02 16.485 < 2e-16 ***
DESTIN_SZG01583 -7.194e-01 5.002e-02 -14.383 < 2e-16 ***
DESTIN_SZG01584 -8.948e-01 4.744e-02 -18.861 < 2e-16 ***
DESTIN_SZG01585 -6.552e-02 4.651e-02 -1.409 0.158944
DESTIN_SZG01586 6.232e-01 4.619e-02 13.494 < 2e-16 ***
DESTIN_SZG01589 -6.074e-01 4.765e-02 -12.749 < 2e-16 ***
DESTIN_SZG01590 -8.436e-02 4.773e-02 -1.768 0.077117 .
DESTIN_SZG01600 1.250e-01 4.800e-02 2.605 0.009197 **
DESTIN_SZG01601 -3.462e-01 4.645e-02 -7.454 9.06e-14 ***
DESTIN_SZG01602 1.289e-01 4.636e-02 2.781 0.005420 **
DESTIN_SZG01603 1.183e+00 4.607e-02 25.675 < 2e-16 ***
DESTIN_SZG01604 -1.044e+00 4.702e-02 -22.196 < 2e-16 ***
DESTIN_SZG01605 8.028e-02 4.625e-02 1.736 0.082633 .
DESTIN_SZG01606 -4.126e-01 4.776e-02 -8.639 < 2e-16 ***
DESTIN_SZG01607 8.186e-01 4.610e-02 17.757 < 2e-16 ***
DESTIN_SZG01608 1.635e-01 4.632e-02 3.530 0.000416 ***
DESTIN_SZG01609 8.264e-01 4.618e-02 17.894 < 2e-16 ***
DESTIN_SZG01610 -1.115e+00 5.252e-02 -21.231 < 2e-16 ***
DESTIN_SZG01622 9.390e-01 4.713e-02 19.924 < 2e-16 ***
DESTIN_SZG01623 6.805e-01 4.610e-02 14.761 < 2e-16 ***
DESTIN_SZG01624 1.198e+00 4.606e-02 25.998 < 2e-16 ***
DESTIN_SZG01625 3.965e-01 4.624e-02 8.575 < 2e-16 ***
DESTIN_SZG01626 2.215e+00 4.597e-02 48.186 < 2e-16 ***
DESTIN_SZG01627 -8.523e-01 4.673e-02 -18.238 < 2e-16 ***
DESTIN_SZG01628 1.310e+00 4.604e-02 28.444 < 2e-16 ***
DESTIN_SZG01629 -1.456e+00 4.798e-02 -30.354 < 2e-16 ***
DESTIN_SZG01630 -9.286e-01 4.726e-02 -19.649 < 2e-16 ***
DESTIN_SZG01631 -1.390e+00 4.956e-02 -28.050 < 2e-16 ***
DESTIN_SZG01642 -1.785e+00 5.578e-02 -31.995 < 2e-16 ***
DESTIN_SZG01643 2.296e-01 4.627e-02 4.963 6.93e-07 ***
DESTIN_SZG01644 1.151e-01 4.658e-02 2.470 0.013514 *
DESTIN_SZG01645 4.098e-02 4.632e-02 0.885 0.376373
DESTIN_SZG01646 2.612e-01 4.653e-02 5.613 1.98e-08 ***
DESTIN_SZG01647 -1.670e-01 4.630e-02 -3.607 0.000310 ***
DESTIN_SZG01648 -2.339e-02 4.626e-02 -0.506 0.613129
DESTIN_SZG01649 6.562e-01 4.610e-02 14.235 < 2e-16 ***
DESTIN_SZG01650 -1.063e-01 4.648e-02 -2.286 0.022227 *
DESTIN_SZG01664 -3.345e+00 1.250e-01 -26.758 < 2e-16 ***
DESTIN_SZG01665 8.159e-01 4.608e-02 17.705 < 2e-16 ***
DESTIN_SZG01666 7.901e-01 4.608e-02 17.144 < 2e-16 ***
DESTIN_SZG01667 -3.541e-01 4.852e-02 -7.300 2.89e-13 ***
DESTIN_SZG01668 -1.820e-01 4.639e-02 -3.924 8.72e-05 ***
DESTIN_SZG01670 4.782e-01 4.613e-02 10.365 < 2e-16 ***
DESTIN_SZG01671 -1.924e-02 4.706e-02 -0.409 0.682724
DESTIN_SZG01672 -8.659e-01 4.733e-02 -18.296 < 2e-16 ***
DESTIN_SZG01684 5.278e-01 4.683e-02 11.269 < 2e-16 ***
DESTIN_SZG01685 -4.128e-01 4.670e-02 -8.839 < 2e-16 ***
DESTIN_SZG01686 1.568e-01 4.625e-02 3.390 0.000698 ***
DESTIN_SZG01687 5.761e-01 4.639e-02 12.418 < 2e-16 ***
DESTIN_SZG01688 -1.320e-01 4.638e-02 -2.846 0.004428 **
DESTIN_SZG01689 -7.800e-01 4.690e-02 -16.632 < 2e-16 ***
DESTIN_SZG01690 -1.251e+00 4.757e-02 -26.306 < 2e-16 ***
DESTIN_SZG01691 5.667e-01 4.612e-02 12.289 < 2e-16 ***
DESTIN_SZG01692 -1.391e+00 4.783e-02 -29.070 < 2e-16 ***
DESTIN_SZG01706 1.694e-01 4.652e-02 3.640 0.000272 ***
DESTIN_SZG01707 -6.601e-01 4.659e-02 -14.166 < 2e-16 ***
DESTIN_SZG01708 -1.001e-02 4.632e-02 -0.216 0.828914
DESTIN_SZG01709 6.773e-01 4.614e-02 14.680 < 2e-16 ***
DESTIN_SZG01710 6.189e-01 4.618e-02 13.401 < 2e-16 ***
DESTIN_SZG01711 1.338e+00 4.604e-02 29.071 < 2e-16 ***
DESTIN_SZG01712 4.578e-01 4.611e-02 9.929 < 2e-16 ***
DESTIN_SZG01713 -1.989e+00 4.832e-02 -41.167 < 2e-16 ***
DESTIN_SZG01714 -4.701e-01 4.660e-02 -10.088 < 2e-16 ***
DESTIN_SZG01727 6.943e-01 4.622e-02 15.023 < 2e-16 ***
DESTIN_SZG01728 5.909e-01 4.612e-02 12.811 < 2e-16 ***
DESTIN_SZG01729 7.605e-01 4.610e-02 16.497 < 2e-16 ***
DESTIN_SZG01730 -2.538e-01 4.671e-02 -5.434 5.52e-08 ***
DESTIN_SZG01731 5.358e-01 4.619e-02 11.601 < 2e-16 ***
DESTIN_SZG01732 3.460e-01 4.613e-02 7.499 6.42e-14 ***
DESTIN_SZG01733 -8.654e-01 4.659e-02 -18.574 < 2e-16 ***
DESTIN_SZG01734 2.892e-01 4.615e-02 6.267 3.69e-10 ***
DESTIN_SZG01735 -3.466e-01 4.791e-02 -7.234 4.68e-13 ***
DESTIN_SZG01748 -2.068e-01 4.672e-02 -4.426 9.59e-06 ***
DESTIN_SZG01749 8.912e-01 4.608e-02 19.342 < 2e-16 ***
DESTIN_SZG01750 6.671e-01 4.610e-02 14.471 < 2e-16 ***
DESTIN_SZG01751 3.506e-01 4.631e-02 7.571 3.72e-14 ***
DESTIN_SZG01753 6.725e-01 4.612e-02 14.581 < 2e-16 ***
DESTIN_SZG01754 1.692e+00 4.598e-02 36.790 < 2e-16 ***
DESTIN_SZG01755 9.041e-01 4.604e-02 19.636 < 2e-16 ***
DESTIN_SZG01756 -5.782e-02 4.623e-02 -1.251 0.211057
DESTIN_SZG01757 -1.627e+00 5.078e-02 -32.031 < 2e-16 ***
DESTIN_SZG01769 2.506e-01 4.634e-02 5.408 6.36e-08 ***
DESTIN_SZG01770 -1.546e-01 4.639e-02 -3.333 0.000859 ***
DESTIN_SZG01771 8.146e-01 4.616e-02 17.646 < 2e-16 ***
DESTIN_SZG01772 1.687e+00 4.640e-02 36.358 < 2e-16 ***
DESTIN_SZG01774 -2.928e-01 4.642e-02 -6.309 2.81e-10 ***
DESTIN_SZG01775 -8.357e-01 4.657e-02 -17.944 < 2e-16 ***
DESTIN_SZG01776 1.482e+00 4.599e-02 32.222 < 2e-16 ***
DESTIN_SZG01777 -3.083e-01 4.641e-02 -6.644 3.05e-11 ***
DESTIN_SZG01778 -1.177e+00 5.034e-02 -23.372 < 2e-16 ***
DESTIN_SZG01790 1.023e+00 4.617e-02 22.153 < 2e-16 ***
DESTIN_SZG01791 4.372e-01 4.626e-02 9.451 < 2e-16 ***
DESTIN_SZG01792 4.560e-01 4.642e-02 9.823 < 2e-16 ***
DESTIN_SZG01793 5.103e-01 4.625e-02 11.033 < 2e-16 ***
DESTIN_SZG01794 1.956e+00 4.646e-02 42.090 < 2e-16 ***
DESTIN_SZG01795 -1.839e+00 5.065e-02 -36.302 < 2e-16 ***
DESTIN_SZG01796 2.304e-01 4.622e-02 4.986 6.17e-07 ***
DESTIN_SZG01797 -1.095e-01 4.623e-02 -2.368 0.017890 *
DESTIN_SZG01798 8.709e-02 4.619e-02 1.885 0.059366 .
DESTIN_SZG01799 -6.440e-01 4.677e-02 -13.771 < 2e-16 ***
DESTIN_SZG01800 -2.191e+00 6.799e-02 -32.232 < 2e-16 ***
DESTIN_SZG01811 1.469e-01 4.650e-02 3.159 0.001582 **
DESTIN_SZG01812 1.330e+00 4.603e-02 28.892 < 2e-16 ***
DESTIN_SZG01813 1.406e+00 4.602e-02 30.556 < 2e-16 ***
DESTIN_SZG01817 -1.319e+00 4.739e-02 -27.831 < 2e-16 ***
DESTIN_SZG01818 -3.310e-01 4.629e-02 -7.151 8.64e-13 ***
DESTIN_SZG01819 1.527e+00 4.599e-02 33.202 < 2e-16 ***
DESTIN_SZG01820 -2.787e+00 6.157e-02 -45.259 < 2e-16 ***
DESTIN_SZG01832 1.434e+00 4.609e-02 31.104 < 2e-16 ***
DESTIN_SZG01833 2.710e-04 4.641e-02 0.006 0.995341
DESTIN_SZG01834 -2.105e-01 4.639e-02 -4.538 5.67e-06 ***
DESTIN_SZG01835 -9.676e-02 4.650e-02 -2.081 0.037420 *
DESTIN_SZG01837 -4.540e-02 4.790e-02 -0.948 0.343278
DESTIN_SZG01839 -1.272e+00 4.731e-02 -26.878 < 2e-16 ***
DESTIN_SZG01840 1.243e+00 4.601e-02 27.004 < 2e-16 ***
DESTIN_SZG01841 -1.823e+00 5.098e-02 -35.757 < 2e-16 ***
DESTIN_SZG01842 -1.794e-01 4.809e-02 -3.730 0.000191 ***
DESTIN_SZG01853 3.596e-01 4.627e-02 7.771 7.77e-15 ***
DESTIN_SZG01854 6.888e-01 4.617e-02 14.918 < 2e-16 ***
DESTIN_SZG01855 8.896e-01 4.612e-02 19.287 < 2e-16 ***
DESTIN_SZG01858 8.379e-01 4.667e-02 17.953 < 2e-16 ***
DESTIN_SZG01860 -7.438e-01 4.925e-02 -15.103 < 2e-16 ***
DESTIN_SZG01861 -1.032e-01 4.632e-02 -2.227 0.025948 *
DESTIN_SZG01874 1.898e-01 4.682e-02 4.054 5.04e-05 ***
DESTIN_SZG01875 -1.510e+00 4.992e-02 -30.253 < 2e-16 ***
DESTIN_SZG01876 -1.720e-01 5.072e-02 -3.392 0.000694 ***
DESTIN_SZG01877 6.232e-01 4.616e-02 13.501 < 2e-16 ***
DESTIN_SZG01880 -7.896e-02 4.797e-02 -1.646 0.099757 .
DESTIN_SZG01882 -3.441e-02 4.633e-02 -0.743 0.457587
DESTIN_SZG01883 -1.351e+00 4.971e-02 -27.185 < 2e-16 ***
DESTIN_SZG01895 6.541e-01 4.623e-02 14.150 < 2e-16 ***
DESTIN_SZG01896 -1.778e-01 4.655e-02 -3.819 0.000134 ***
DESTIN_SZG01897 -9.119e-01 4.735e-02 -19.260 < 2e-16 ***
DESTIN_SZG01898 -1.267e+00 5.169e-02 -24.505 < 2e-16 ***
DESTIN_SZG01901 -4.304e-01 5.044e-02 -8.533 < 2e-16 ***
DESTIN_SZG01903 -1.482e+00 4.892e-02 -30.307 < 2e-16 ***
DESTIN_SZG01917 -1.692e-01 4.672e-02 -3.622 0.000292 ***
DESTIN_SZG01918 1.035e+00 4.631e-02 22.354 < 2e-16 ***
DESTIN_SZG01919 8.813e-01 4.613e-02 19.104 < 2e-16 ***
DESTIN_SZG01922 5.905e-01 4.701e-02 12.562 < 2e-16 ***
DESTIN_SZG01924 -1.686e+00 4.953e-02 -34.048 < 2e-16 ***
DESTIN_SZG01937 2.181e-01 4.652e-02 4.688 2.76e-06 ***
DESTIN_SZG01938 1.025e+00 4.612e-02 22.217 < 2e-16 ***
DESTIN_SZG01939 -1.124e-01 4.660e-02 -2.411 0.015889 *
DESTIN_SZG01942 -8.388e-01 5.004e-02 -16.765 < 2e-16 ***
DESTIN_SZG01959 -1.326e-01 4.680e-02 -2.834 0.004598 **
DESTIN_SZG01960 2.128e+00 4.597e-02 46.289 < 2e-16 ***
DESTIN_SZG01961 -6.314e-01 4.697e-02 -13.442 < 2e-16 ***
DESTIN_SZG01962 2.520e-01 4.631e-02 5.441 5.31e-08 ***
DESTIN_SZG01964 1.022e+00 4.724e-02 21.635 < 2e-16 ***
DESTIN_SZG01979 1.927e-01 4.667e-02 4.129 3.65e-05 ***
DESTIN_SZG01980 1.258e-01 4.637e-02 2.714 0.006655 **
DESTIN_SZG01981 -4.308e-03 4.647e-02 -0.093 0.926128
DESTIN_SZG01982 4.005e-01 4.644e-02 8.624 < 2e-16 ***
DESTIN_SZG01983 2.227e-01 4.631e-02 4.808 1.52e-06 ***
DESTIN_SZG01984 2.679e-01 4.633e-02 5.783 7.35e-09 ***
DESTIN_SZG01985 4.943e-01 4.625e-02 10.688 < 2e-16 ***
DESTIN_SZG02001 2.317e-01 4.637e-02 4.996 5.85e-07 ***
DESTIN_SZG02002 4.273e-01 4.617e-02 9.255 < 2e-16 ***
DESTIN_SZG02003 8.403e-01 4.611e-02 18.225 < 2e-16 ***
DESTIN_SZG02004 1.066e+00 4.609e-02 23.133 < 2e-16 ***
DESTIN_SZG02005 7.316e-02 4.633e-02 1.579 0.114328
DESTIN_SZG02006 1.092e+00 4.612e-02 23.681 < 2e-16 ***
DESTIN_SZG02007 -2.146e+00 5.378e-02 -39.897 < 2e-16 ***
DESTIN_SZG02022 9.153e-01 4.634e-02 19.754 < 2e-16 ***
DESTIN_SZG02023 7.184e-01 4.614e-02 15.568 < 2e-16 ***
DESTIN_SZG02024 9.619e-01 4.607e-02 20.879 < 2e-16 ***
DESTIN_SZG02025 -1.668e-01 4.636e-02 -3.598 0.000320 ***
DESTIN_SZG02026 -8.621e-01 4.725e-02 -18.244 < 2e-16 ***
DESTIN_SZG02027 9.764e-01 4.611e-02 21.173 < 2e-16 ***
DESTIN_SZG02043 -5.238e-01 4.716e-02 -11.108 < 2e-16 ***
DESTIN_SZG02044 1.945e-01 4.631e-02 4.200 2.67e-05 ***
DESTIN_SZG02045 -5.070e-01 4.743e-02 -10.689 < 2e-16 ***
DESTIN_SZG02046 1.004e+00 4.604e-02 21.800 < 2e-16 ***
DESTIN_SZG02047 -7.549e-01 4.677e-02 -16.140 < 2e-16 ***
DESTIN_SZG02048 -5.275e-01 4.664e-02 -11.309 < 2e-16 ***
DESTIN_SZG02049 -2.313e+00 5.338e-02 -43.329 < 2e-16 ***
DESTIN_SZG02064 1.850e-01 4.646e-02 3.983 6.82e-05 ***
DESTIN_SZG02065 -1.384e-01 4.654e-02 -2.975 0.002932 **
DESTIN_SZG02066 -2.194e+00 5.552e-02 -39.514 < 2e-16 ***
DESTIN_SZG02067 2.391e+00 4.596e-02 52.015 < 2e-16 ***
DESTIN_SZG02068 -6.619e-01 4.755e-02 -13.918 < 2e-16 ***
DESTIN_SZG02069 -2.716e-01 4.661e-02 -5.827 5.64e-09 ***
DESTIN_SZG02085 1.655e-01 4.656e-02 3.554 0.000380 ***
DESTIN_SZG02086 1.523e+00 4.605e-02 33.070 < 2e-16 ***
DESTIN_SZG02087 1.188e+00 4.608e-02 25.778 < 2e-16 ***
DESTIN_SZG02088 -5.663e-03 4.625e-02 -0.122 0.902541
DESTIN_SZG02089 -5.242e-01 4.677e-02 -11.206 < 2e-16 ***
DESTIN_SZG02090 2.091e+00 4.598e-02 45.470 < 2e-16 ***
DESTIN_SZG02091 -2.781e+00 7.689e-02 -36.173 < 2e-16 ***
DESTIN_SZG02105 8.041e-01 8.827e-02 9.110 < 2e-16 ***
DESTIN_SZG02106 -1.179e+00 4.832e-02 -24.395 < 2e-16 ***
DESTIN_SZG02107 1.459e+00 4.606e-02 31.681 < 2e-16 ***
DESTIN_SZG02108 9.645e-01 4.613e-02 20.908 < 2e-16 ***
DESTIN_SZG02109 -2.686e-01 4.635e-02 -5.795 6.81e-09 ***
DESTIN_SZG02110 -1.016e+00 4.740e-02 -21.434 < 2e-16 ***
DESTIN_SZG02111 -1.937e+00 5.643e-02 -34.331 < 2e-16 ***
DESTIN_SZG02128 5.081e-01 4.680e-02 10.857 < 2e-16 ***
DESTIN_SZG02129 1.730e-01 4.693e-02 3.687 0.000227 ***
DESTIN_SZG02130 1.019e-01 4.622e-02 2.204 0.027522 *
DESTIN_SZG02131 -1.184e-02 4.647e-02 -0.255 0.798859
DESTIN_SZG02132 -1.569e-01 4.648e-02 -3.376 0.000735 ***
DESTIN_SZG02148 -1.202e-01 4.801e-02 -2.503 0.012318 *
DESTIN_SZG02149 -4.260e-01 4.714e-02 -9.037 < 2e-16 ***
DESTIN_SZG02150 -1.440e-01 4.658e-02 -3.093 0.001984 **
DESTIN_SZG02151 1.486e+00 4.601e-02 32.290 < 2e-16 ***
DESTIN_SZG02152 4.785e-01 4.619e-02 10.358 < 2e-16 ***
DESTIN_SZG02153 -6.765e-01 4.723e-02 -14.323 < 2e-16 ***
DESTIN_SZG02171 7.332e-01 4.621e-02 15.866 < 2e-16 ***
DESTIN_SZG02172 -9.950e-01 4.726e-02 -21.056 < 2e-16 ***
DESTIN_SZG02173 -4.338e-01 4.649e-02 -9.331 < 2e-16 ***
DESTIN_SZG02174 1.841e-01 4.641e-02 3.967 7.27e-05 ***
DESTIN_SZG02191 9.757e-01 4.648e-02 20.990 < 2e-16 ***
DESTIN_SZG02192 -3.302e-01 4.711e-02 -7.008 2.41e-12 ***
DESTIN_SZG02193 3.160e-01 4.630e-02 6.824 8.86e-12 ***
DESTIN_SZG02194 2.614e-01 4.627e-02 5.650 1.60e-08 ***
DESTIN_SZG02195 -8.409e-01 5.704e-02 -14.743 < 2e-16 ***
DESTIN_SZG02212 1.150e+00 4.778e-02 24.071 < 2e-16 ***
DESTIN_SZG02213 6.453e-01 4.661e-02 13.844 < 2e-16 ***
DESTIN_SZG02214 1.346e+00 4.641e-02 29.004 < 2e-16 ***
DESTIN_SZG02215 -3.982e-01 4.682e-02 -8.505 < 2e-16 ***
DESTIN_SZG02216 5.080e-01 4.628e-02 10.976 < 2e-16 ***
DESTIN_SZG02233 1.213e+00 4.691e-02 25.862 < 2e-16 ***
DESTIN_SZG02234 1.609e+00 4.661e-02 34.521 < 2e-16 ***
DESTIN_SZG02235 5.069e-01 4.678e-02 10.836 < 2e-16 ***
DESTIN_SZG02236 -9.746e-01 4.784e-02 -20.373 < 2e-16 ***
DESTIN_SZG02237 4.201e-01 4.731e-02 8.880 < 2e-16 ***
DESTIN_SZG02256 4.983e-01 4.757e-02 10.475 < 2e-16 ***
DESTIN_SZG02257 -1.669e+00 5.269e-02 -31.681 < 2e-16 ***
DESTIN_SZG02258 2.263e-01 4.649e-02 4.867 1.13e-06 ***
DESTIN_SZG02259 1.280e+00 4.699e-02 27.236 < 2e-16 ***
DESTIN_SZG02277 -3.818e-01 5.206e-02 -7.335 2.22e-13 ***
DESTIN_SZG02278 -3.250e-01 4.849e-02 -6.703 2.04e-11 ***
DESTIN_SZG02279 4.261e-01 4.649e-02 9.166 < 2e-16 ***
DESTIN_SZG02280 -1.012e+00 5.579e-02 -18.140 < 2e-16 ***
DESTIN_SZG02297 -2.411e-01 4.862e-02 -4.960 7.05e-07 ***
DESTIN_SZG02300 -5.702e-01 4.997e-02 -11.410 < 2e-16 ***
DESTIN_SZG02301 3.453e-02 4.694e-02 0.736 0.461929
DESTIN_SZG02318 1.744e+00 4.624e-02 37.725 < 2e-16 ***
DESTIN_SZG02319 1.807e+00 4.618e-02 39.128 < 2e-16 ***
DESTIN_SZG02322 4.058e-01 4.685e-02 8.662 < 2e-16 ***
DESTIN_SZG02337 1.463e+00 4.847e-02 30.191 < 2e-16 ***
DESTIN_SZG02341 1.991e+00 4.617e-02 43.125 < 2e-16 ***
DESTIN_SZG02343 -4.269e-01 4.762e-02 -8.966 < 2e-16 ***
DESTIN_SZG02361 8.567e-01 4.672e-02 18.336 < 2e-16 ***
DESTIN_SZG02364 -1.511e+00 5.461e-02 -27.667 < 2e-16 ***
DESTIN_SZG02379 6.551e-01 5.228e-02 12.531 < 2e-16 ***
DESTIN_SZG02384 1.483e+00 4.638e-02 31.972 < 2e-16 ***
DESTIN_SZG02405 2.103e+00 4.615e-02 45.569 < 2e-16 ***
DESTIN_SZG02406 -9.463e-01 5.177e-02 -18.280 < 2e-16 ***
DESTIN_SZG02426 1.482e+00 4.721e-02 31.389 < 2e-16 ***
DESTIN_SZG02427 1.708e+00 4.639e-02 36.831 < 2e-16 ***
DESTIN_SZG02505 2.017e+00 4.936e-02 40.856 < 2e-16 ***
log(ORIG_BUSSTOP_COUNT) 2.687e-01 5.167e-04 520.049 < 2e-16 ***
log(ORIG_TEXIT_COUNT) 3.076e-01 3.274e-04 939.640 < 2e-16 ***
log(ORIG_HDB_COUNT) 3.699e-01 1.822e-04 2030.859 < 2e-16 ***
log(dist) -1.482e+00 2.634e-04 -5626.382 < 2e-16 ***
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
(Dispersion parameter for poisson family taken to be 1)
Null deviance: 98771330 on 65139 degrees of freedom
Residual deviance: 34303201 on 64318 degrees of freedom
AIC: 34663046
Number of Fisher Scoring iterations: 8We can examine how the constraints hold for destinations this time.
CalcRSquared(decSIM$data$MORNING_PEAK, decSIM$fitted.values)[1] 0.4440809Analysis
All the propulsive values used in this study has impact the number of trips people take in the morning peak hour. From the result, increases in the busstop, train exit station and hdb are associated with an increase in the number of trips to the destination. The negative coefficient for distance indicates that as the distance increases, the number of trips decreases, is expected.
Doubly constrained
In this section, we will fit a doubly constrained SIM by using the code chunk below.
dbcSIM <- glm(formula = MORNING_PEAK ~
ORIGIN_SZ +
DESTIN_SZ +
log(dist),
family = poisson(link = "log"),
data = SIM_data,
na.action = na.exclude)
summary(dbcSIM)
Call:
glm(formula = MORNING_PEAK ~ ORIGIN_SZ + DESTIN_SZ + log(dist),
family = poisson(link = "log"), data = SIM_data, na.action = na.exclude)
Coefficients:
Estimate Std. Error z value Pr(>|z|)
(Intercept) 15.4942090 0.1103022 140.471 < 2e-16 ***
ORIGIN_SZG00044 -2.2261649 0.1714014 -12.988 < 2e-16 ***
ORIGIN_SZG00046 -0.9391965 0.1331280 -7.055 1.73e-12 ***
ORIGIN_SZG00066 -1.6333096 0.1603154 -10.188 < 2e-16 ***
ORIGIN_SZG00067 1.2322059 0.1029843 11.965 < 2e-16 ***
ORIGIN_SZG00068 -1.6039500 0.1639164 -9.785 < 2e-16 ***
ORIGIN_SZG00086 -0.9148277 0.1229765 -7.439 1.01e-13 ***
ORIGIN_SZG00087 -0.1331171 0.1293397 -1.029 0.303383
ORIGIN_SZG00088 1.8650144 0.1015745 18.361 < 2e-16 ***
ORIGIN_SZG00089 0.3037941 0.1122312 2.707 0.006792 **
ORIGIN_SZG00090 0.4332718 0.1664561 2.603 0.009243 **
ORIGIN_SZG00109 -0.0501938 0.1414406 -0.355 0.722683
ORIGIN_SZG00110 0.2439160 0.1236881 1.972 0.048607 *
ORIGIN_SZG00111 3.6693504 0.1012040 36.257 < 2e-16 ***
ORIGIN_SZG00112 -0.4720571 0.1191661 -3.961 7.45e-05 ***
ORIGIN_SZG00128 2.8173803 0.1045258 26.954 < 2e-16 ***
ORIGIN_SZG00129 -0.2095342 0.2144718 -0.977 0.328580
ORIGIN_SZG00130 -0.0932297 0.1172665 -0.795 0.426599
ORIGIN_SZG00131 0.0548677 0.1065627 0.515 0.606632
ORIGIN_SZG00132 -0.1650509 0.1112830 -1.483 0.138031
ORIGIN_SZG00133 0.6478961 0.1070772 6.051 1.44e-09 ***
ORIGIN_SZG00134 3.5920244 0.1037597 34.619 < 2e-16 ***
ORIGIN_SZG00150 3.7030609 0.1024235 36.154 < 2e-16 ***
ORIGIN_SZG00151 0.7121524 0.1164906 6.113 9.75e-10 ***
ORIGIN_SZG00152 0.1702301 0.1294176 1.315 0.188391
ORIGIN_SZG00153 0.9277519 0.1088952 8.520 < 2e-16 ***
ORIGIN_SZG00154 3.5888818 0.1005865 35.680 < 2e-16 ***
ORIGIN_SZG00155 0.7950126 0.1054865 7.537 4.82e-14 ***
ORIGIN_SZG00156 1.6997660 0.1076343 15.792 < 2e-16 ***
ORIGIN_SZG00172 1.7857644 0.1262030 14.150 < 2e-16 ***
ORIGIN_SZG00174 0.6816211 0.1108080 6.151 7.68e-10 ***
ORIGIN_SZG00175 3.4584193 0.1009408 34.262 < 2e-16 ***
ORIGIN_SZG00176 4.3716371 0.1004260 43.531 < 2e-16 ***
ORIGIN_SZG00195 -0.5653621 0.1291233 -4.378 1.20e-05 ***
ORIGIN_SZG00196 0.3829824 0.1088526 3.518 0.000434 ***
ORIGIN_SZG00197 -0.1734698 0.1488434 -1.165 0.243836
ORIGIN_SZG00215 0.7152806 0.1300940 5.498 3.84e-08 ***
ORIGIN_SZG00216 4.8326685 0.1006133 48.032 < 2e-16 ***
ORIGIN_SZG00217 2.0536397 0.1024824 20.039 < 2e-16 ***
ORIGIN_SZG00237 -0.7852855 0.1857893 -4.227 2.37e-05 ***
ORIGIN_SZG00238 0.8727845 0.1126938 7.745 9.58e-15 ***
ORIGIN_SZG00239 0.1656299 0.1874028 0.884 0.376795
ORIGIN_SZG00257 -0.2848797 0.1155207 -2.466 0.013661 *
ORIGIN_SZG00258 1.6611126 0.1040811 15.960 < 2e-16 ***
ORIGIN_SZG00259 1.0011388 0.1082591 9.248 < 2e-16 ***
ORIGIN_SZG00278 0.4728009 0.1078236 4.385 1.16e-05 ***
ORIGIN_SZG00279 0.1461150 0.1093553 1.336 0.181501
ORIGIN_SZG00280 0.7239146 0.1101490 6.572 4.96e-11 ***
ORIGIN_SZG00298 -2.9826533 0.3484528 -8.560 < 2e-16 ***
ORIGIN_SZG00299 -0.3403259 0.1122081 -3.033 0.002421 **
ORIGIN_SZG00300 3.6162468 0.1008458 35.859 < 2e-16 ***
ORIGIN_SZG00320 -1.1529101 0.1191018 -9.680 < 2e-16 ***
ORIGIN_SZG00321 0.8854067 0.1233891 7.176 7.19e-13 ***
ORIGIN_SZG00322 1.4506023 0.1107550 13.097 < 2e-16 ***
ORIGIN_SZG00340 1.2379446 0.1043173 11.867 < 2e-16 ***
ORIGIN_SZG00341 -0.4339660 0.1098381 -3.951 7.78e-05 ***
ORIGIN_SZG00342 0.7915909 0.1086123 7.288 3.14e-13 ***
ORIGIN_SZG00363 0.9180813 0.1071693 8.567 < 2e-16 ***
ORIGIN_SZG00364 1.7132673 0.1039538 16.481 < 2e-16 ***
ORIGIN_SZG00383 0.6494891 0.1052656 6.170 6.83e-10 ***
ORIGIN_SZG00384 -0.0679253 0.1131947 -0.600 0.548456
ORIGIN_SZG00385 1.1744545 0.1105927 10.620 < 2e-16 ***
ORIGIN_SZG00404 1.4131898 0.1062469 13.301 < 2e-16 ***
ORIGIN_SZG00405 -0.0003367 0.1116602 -0.003 0.997594
ORIGIN_SZG00406 5.5525520 0.1004899 55.255 < 2e-16 ***
ORIGIN_SZG00407 1.5048962 0.1103105 13.642 < 2e-16 ***
ORIGIN_SZG00408 2.2741472 0.1030831 22.061 < 2e-16 ***
ORIGIN_SZG00425 -1.1069089 0.1337216 -8.278 < 2e-16 ***
ORIGIN_SZG00426 0.8811736 0.1047303 8.414 < 2e-16 ***
ORIGIN_SZG00427 0.7188642 0.1065115 6.749 1.49e-11 ***
ORIGIN_SZG00428 0.4585322 0.1271503 3.606 0.000311 ***
ORIGIN_SZG00429 1.5170898 0.1030662 14.720 < 2e-16 ***
ORIGIN_SZG00446 0.3995715 0.1166063 3.427 0.000611 ***
ORIGIN_SZG00447 0.0396371 0.1099247 0.361 0.718410
ORIGIN_SZG00448 1.4076206 0.1042769 13.499 < 2e-16 ***
ORIGIN_SZG00449 4.7171668 0.1006893 46.849 < 2e-16 ***
ORIGIN_SZG00450 1.5420782 0.1024164 15.057 < 2e-16 ***
ORIGIN_SZG00468 1.6620068 0.1042315 15.945 < 2e-16 ***
ORIGIN_SZG00469 2.3395126 0.1019933 22.938 < 2e-16 ***
ORIGIN_SZG00470 4.7027682 0.1006175 46.739 < 2e-16 ***
ORIGIN_SZG00471 2.5396738 0.1018140 24.944 < 2e-16 ***
ORIGIN_SZG00488 0.1886708 0.1158543 1.629 0.103415
ORIGIN_SZG00489 -1.3977461 0.2695129 -5.186 2.15e-07 ***
ORIGIN_SZG00490 3.2397857 0.1011340 32.035 < 2e-16 ***
ORIGIN_SZG00491 3.7271659 0.1007717 36.986 < 2e-16 ***
ORIGIN_SZG00493 -0.9359380 0.1713299 -5.463 4.69e-08 ***
ORIGIN_SZG00494 1.0467349 0.1165886 8.978 < 2e-16 ***
ORIGIN_SZG00509 0.3275382 0.1061067 3.087 0.002023 **
ORIGIN_SZG00510 0.9203041 0.1035195 8.890 < 2e-16 ***
ORIGIN_SZG00511 2.6551949 0.1010501 26.276 < 2e-16 ***
ORIGIN_SZG00512 5.2569915 0.1005496 52.283 < 2e-16 ***
ORIGIN_SZG00513 1.8380375 0.1033583 17.783 < 2e-16 ***
ORIGIN_SZG00514 1.6921683 0.1070905 15.801 < 2e-16 ***
ORIGIN_SZG00515 0.1442498 0.1703974 0.847 0.397247
ORIGIN_SZG00530 -0.7243171 0.1290900 -5.611 2.01e-08 ***
ORIGIN_SZG00531 1.4649529 0.1026016 14.278 < 2e-16 ***
ORIGIN_SZG00532 1.1321610 0.1030966 10.982 < 2e-16 ***
ORIGIN_SZG00533 4.9659337 0.1005495 49.388 < 2e-16 ***
ORIGIN_SZG00534 5.5441306 0.1005663 55.129 < 2e-16 ***
ORIGIN_SZG00536 2.2556561 0.1036769 21.757 < 2e-16 ***
ORIGIN_SZG00537 0.2416097 0.1703028 1.419 0.155985
ORIGIN_SZG00538 0.1618825 0.2276365 0.711 0.476995
ORIGIN_SZG00539 -1.0001450 0.5868826 -1.704 0.088350 .
ORIGIN_SZG00551 -0.7287037 0.1141513 -6.384 1.73e-10 ***
ORIGIN_SZG00552 1.7703811 0.1070876 16.532 < 2e-16 ***
ORIGIN_SZG00553 1.2627395 0.1022665 12.348 < 2e-16 ***
ORIGIN_SZG00554 4.8703944 0.1005596 48.433 < 2e-16 ***
ORIGIN_SZG00555 4.2979333 0.1007491 42.660 < 2e-16 ***
ORIGIN_SZG00559 0.7700466 0.1374366 5.603 2.11e-08 ***
ORIGIN_SZG00560 3.1402743 0.1112643 28.224 < 2e-16 ***
ORIGIN_SZG00572 -1.9278363 0.2454531 -7.854 4.02e-15 ***
ORIGIN_SZG00573 -0.2029375 0.1095985 -1.852 0.064077 .
ORIGIN_SZG00574 1.3123306 0.1067832 12.290 < 2e-16 ***
ORIGIN_SZG00575 5.9738460 0.1005239 59.427 < 2e-16 ***
ORIGIN_SZG00576 4.5204334 0.1006213 44.925 < 2e-16 ***
ORIGIN_SZG00578 -0.2018923 0.1470308 -1.373 0.169712
ORIGIN_SZG00582 0.1228583 0.1471102 0.835 0.403636
ORIGIN_SZG00583 -0.0166328 0.2208708 -0.075 0.939972
ORIGIN_SZG00584 3.3493055 0.1148029 29.174 < 2e-16 ***
ORIGIN_SZG00593 1.1378569 0.1120740 10.153 < 2e-16 ***
ORIGIN_SZG00594 0.9422287 0.1038451 9.073 < 2e-16 ***
ORIGIN_SZG00595 1.1481337 0.1024266 11.209 < 2e-16 ***
ORIGIN_SZG00596 4.2675466 0.1005919 42.424 < 2e-16 ***
ORIGIN_SZG00597 1.4906151 0.1164873 12.796 < 2e-16 ***
ORIGIN_SZG00603 0.7593388 0.1482793 5.121 3.04e-07 ***
ORIGIN_SZG00604 -1.0145959 0.2862761 -3.544 0.000394 ***
ORIGIN_SZG00615 -0.2814000 0.1097136 -2.565 0.010322 *
ORIGIN_SZG00616 0.8461527 0.1046263 8.087 6.10e-16 ***
ORIGIN_SZG00617 1.6794348 0.1019926 16.466 < 2e-16 ***
ORIGIN_SZG00618 4.9327663 0.1005746 49.046 < 2e-16 ***
ORIGIN_SZG00620 1.9811727 0.1056358 18.755 < 2e-16 ***
ORIGIN_SZG00637 0.5563318 0.1078849 5.157 2.51e-07 ***
ORIGIN_SZG00638 4.4033437 0.1005901 43.775 < 2e-16 ***
ORIGIN_SZG00657 2.2696835 0.1018305 22.289 < 2e-16 ***
ORIGIN_SZG00658 3.7323019 0.1007093 37.060 < 2e-16 ***
ORIGIN_SZG00659 3.9545616 0.1006506 39.290 < 2e-16 ***
ORIGIN_SZG00660 5.1271607 0.1005604 50.986 < 2e-16 ***
ORIGIN_SZG00662 5.0414772 0.1007991 50.015 < 2e-16 ***
ORIGIN_SZG00677 2.1684454 0.1030260 21.048 < 2e-16 ***
ORIGIN_SZG00678 0.0845926 0.1095712 0.772 0.440095
ORIGIN_SZG00679 4.9604070 0.1005732 49.321 < 2e-16 ***
ORIGIN_SZG00680 5.2101281 0.1005711 51.805 < 2e-16 ***
ORIGIN_SZG00681 3.9174221 0.1008596 38.840 < 2e-16 ***
ORIGIN_SZG00699 1.7055648 0.1029158 16.572 < 2e-16 ***
ORIGIN_SZG00700 3.9039968 0.1006914 38.772 < 2e-16 ***
ORIGIN_SZG00701 3.8156223 0.1006949 37.893 < 2e-16 ***
ORIGIN_SZG00702 4.9258333 0.1005684 48.980 < 2e-16 ***
ORIGIN_SZG00704 1.9681949 0.1054923 18.657 < 2e-16 ***
ORIGIN_SZG00722 1.7613477 0.1020852 17.254 < 2e-16 ***
ORIGIN_SZG00725 1.2662960 0.1095636 11.558 < 2e-16 ***
ORIGIN_SZG00741 2.1878381 0.1018608 21.479 < 2e-16 ***
ORIGIN_SZG00743 2.4482198 0.1012555 24.179 < 2e-16 ***
ORIGIN_SZG00744 4.5108606 0.1006059 44.837 < 2e-16 ***
ORIGIN_SZG00761 1.6449142 0.1041596 15.792 < 2e-16 ***
ORIGIN_SZG00762 3.6988897 0.1007665 36.708 < 2e-16 ***
ORIGIN_SZG00763 0.8957865 0.1042256 8.595 < 2e-16 ***
ORIGIN_SZG00764 5.0120561 0.1005672 49.838 < 2e-16 ***
ORIGIN_SZG00765 3.9739889 0.1008402 39.409 < 2e-16 ***
ORIGIN_SZG00767 6.0308148 0.1005877 59.956 < 2e-16 ***
ORIGIN_SZG00772 0.7915610 0.1238393 6.392 1.64e-10 ***
ORIGIN_SZG00784 1.0636164 0.1032117 10.305 < 2e-16 ***
ORIGIN_SZG00785 4.0946407 0.1006039 40.701 < 2e-16 ***
ORIGIN_SZG00786 3.8363878 0.1006878 38.102 < 2e-16 ***
ORIGIN_SZG00787 4.4563453 0.1007697 44.223 < 2e-16 ***
ORIGIN_SZG00788 5.2675152 0.1006591 52.330 < 2e-16 ***
ORIGIN_SZG00789 3.6692953 0.1010627 36.307 < 2e-16 ***
ORIGIN_SZG00803 0.1119448 0.1117774 1.001 0.316586
ORIGIN_SZG00804 4.7324048 0.1006013 47.041 < 2e-16 ***
ORIGIN_SZG00805 4.7216773 0.1005703 46.949 < 2e-16 ***
ORIGIN_SZG00806 4.4270158 0.1006022 44.005 < 2e-16 ***
ORIGIN_SZG00807 5.3494347 0.1006093 53.170 < 2e-16 ***
ORIGIN_SZG00808 3.6632271 0.1011000 36.234 < 2e-16 ***
ORIGIN_SZG00809 5.4114102 0.1005779 53.803 < 2e-16 ***
ORIGIN_SZG00810 4.7106516 0.1006824 46.787 < 2e-16 ***
ORIGIN_SZG00814 2.5813746 0.1043762 24.731 < 2e-16 ***
ORIGIN_SZG00819 3.7573726 0.1023103 36.725 < 2e-16 ***
ORIGIN_SZG00824 0.7845824 0.1076410 7.289 3.13e-13 ***
ORIGIN_SZG00826 2.3939989 0.1010036 23.702 < 2e-16 ***
ORIGIN_SZG00827 4.3843128 0.1005879 43.587 < 2e-16 ***
ORIGIN_SZG00828 4.7832152 0.1005804 47.556 < 2e-16 ***
ORIGIN_SZG00829 4.8453948 0.1006168 48.157 < 2e-16 ***
ORIGIN_SZG00830 5.0537742 0.1006507 50.211 < 2e-16 ***
ORIGIN_SZG00831 5.9455710 0.1005600 59.125 < 2e-16 ***
ORIGIN_SZG00832 5.1437219 0.1007245 51.067 < 2e-16 ***
ORIGIN_SZG00835 2.1093464 0.1048150 20.124 < 2e-16 ***
ORIGIN_SZG00844 -0.4288131 0.1272128 -3.371 0.000749 ***
ORIGIN_SZG00846 3.8496208 0.1006479 38.248 < 2e-16 ***
ORIGIN_SZG00847 2.9208313 0.1009016 28.947 < 2e-16 ***
ORIGIN_SZG00848 4.1675120 0.1006243 41.417 < 2e-16 ***
ORIGIN_SZG00849 3.3630412 0.1008133 33.359 < 2e-16 ***
ORIGIN_SZG00850 4.3381665 0.1006588 43.098 < 2e-16 ***
ORIGIN_SZG00851 4.8468264 0.1006018 48.178 < 2e-16 ***
ORIGIN_SZG00852 4.4104691 0.1007084 43.794 < 2e-16 ***
ORIGIN_SZG00853 6.3587745 0.1006147 63.199 < 2e-16 ***
ORIGIN_SZG00854 2.6271052 0.1038396 25.300 < 2e-16 ***
ORIGIN_SZG00855 1.2641323 0.1095569 11.539 < 2e-16 ***
ORIGIN_SZG00856 3.0379069 0.1022061 29.723 < 2e-16 ***
ORIGIN_SZG00866 1.2864716 0.1054809 12.196 < 2e-16 ***
ORIGIN_SZG00867 2.5970476 0.1012045 25.661 < 2e-16 ***
ORIGIN_SZG00868 1.8559576 0.1020438 18.188 < 2e-16 ***
ORIGIN_SZG00869 4.5150874 0.1006889 44.842 < 2e-16 ***
ORIGIN_SZG00870 5.3036640 0.1005567 52.743 < 2e-16 ***
ORIGIN_SZG00871 5.1894994 0.1006909 51.539 < 2e-16 ***
ORIGIN_SZG00872 3.1148161 0.1010899 30.812 < 2e-16 ***
ORIGIN_SZG00873 3.2662891 0.1010169 32.334 < 2e-16 ***
ORIGIN_SZG00874 3.5449962 0.1008418 35.154 < 2e-16 ***
ORIGIN_SZG00875 0.7112481 0.1237798 5.746 9.13e-09 ***
ORIGIN_SZG00876 1.5339406 0.1053739 14.557 < 2e-16 ***
ORIGIN_SZG00877 1.1387915 0.1082649 10.519 < 2e-16 ***
ORIGIN_SZG00887 2.0429239 0.1014074 20.146 < 2e-16 ***
ORIGIN_SZG00888 3.5512800 0.1007423 35.251 < 2e-16 ***
ORIGIN_SZG00889 0.3269565 0.1060716 3.082 0.002053 **
ORIGIN_SZG00890 4.7508565 0.1005798 47.235 < 2e-16 ***
ORIGIN_SZG00891 3.4519903 0.1011463 34.129 < 2e-16 ***
ORIGIN_SZG00893 4.9184992 0.1005913 48.896 < 2e-16 ***
ORIGIN_SZG00894 3.0137311 0.1010976 29.810 < 2e-16 ***
ORIGIN_SZG00895 2.5850442 0.1016548 25.430 < 2e-16 ***
ORIGIN_SZG00896 1.6654076 0.1036654 16.065 < 2e-16 ***
ORIGIN_SZG00897 -0.2691737 0.1191474 -2.259 0.023873 *
ORIGIN_SZG00898 2.0529759 0.1046946 19.609 < 2e-16 ***
ORIGIN_SZG00908 3.5135254 0.1012258 34.710 < 2e-16 ***
ORIGIN_SZG00909 3.5441360 0.1006670 35.207 < 2e-16 ***
ORIGIN_SZG00910 1.4854581 0.1019617 14.569 < 2e-16 ***
ORIGIN_SZG00911 2.9615485 0.1008834 29.356 < 2e-16 ***
ORIGIN_SZG00912 4.4820952 0.1006017 44.553 < 2e-16 ***
ORIGIN_SZG00915 4.7869122 0.1006048 47.581 < 2e-16 ***
ORIGIN_SZG00917 4.2028403 0.1007856 41.701 < 2e-16 ***
ORIGIN_SZG00918 0.7838437 0.1068266 7.338 2.18e-13 ***
ORIGIN_SZG00919 3.3396731 0.1009324 33.088 < 2e-16 ***
ORIGIN_SZG00928 2.4362509 0.1014081 24.024 < 2e-16 ***
ORIGIN_SZG00929 3.9127436 0.1006137 38.889 < 2e-16 ***
ORIGIN_SZG00930 4.7916755 0.1005583 47.651 < 2e-16 ***
ORIGIN_SZG00931 1.7763058 0.1018649 17.438 < 2e-16 ***
ORIGIN_SZG00932 2.1881361 0.1020062 21.451 < 2e-16 ***
ORIGIN_SZG00933 4.3777841 0.1006640 43.489 < 2e-16 ***
ORIGIN_SZG00934 1.9483070 0.1019559 19.109 < 2e-16 ***
ORIGIN_SZG00935 5.6731710 0.1005582 56.417 < 2e-16 ***
ORIGIN_SZG00938 -1.7344343 0.2357479 -7.357 1.88e-13 ***
ORIGIN_SZG00939 5.6960605 0.1005975 56.622 < 2e-16 ***
ORIGIN_SZG00940 -0.1018339 0.1172587 -0.868 0.385146
ORIGIN_SZG00949 2.3287563 0.1012948 22.990 < 2e-16 ***
ORIGIN_SZG00950 4.3888967 0.1006276 43.615 < 2e-16 ***
ORIGIN_SZG00951 5.2501439 0.1005485 52.215 < 2e-16 ***
ORIGIN_SZG00952 1.8894066 0.1026523 18.406 < 2e-16 ***
ORIGIN_SZG00953 3.1315037 0.1009435 31.022 < 2e-16 ***
ORIGIN_SZG00954 1.9710568 0.1018615 19.350 < 2e-16 ***
ORIGIN_SZG00955 4.2369251 0.1006643 42.090 < 2e-16 ***
ORIGIN_SZG00956 2.6426587 0.1011420 26.128 < 2e-16 ***
ORIGIN_SZG00957 4.8216620 0.1006713 47.895 < 2e-16 ***
ORIGIN_SZG00959 0.8787792 0.1116129 7.873 3.45e-15 ***
ORIGIN_SZG00961 0.8632570 0.1048437 8.234 < 2e-16 ***
ORIGIN_SZG00962 6.1635585 0.1007091 61.202 < 2e-16 ***
ORIGIN_SZG00970 2.7119255 0.1008204 26.899 < 2e-16 ***
ORIGIN_SZG00971 4.1036472 0.1005827 40.799 < 2e-16 ***
ORIGIN_SZG00972 3.9205364 0.1006195 38.964 < 2e-16 ***
ORIGIN_SZG00974 3.6082469 0.1007708 35.806 < 2e-16 ***
ORIGIN_SZG00975 3.2635133 0.1008920 32.347 < 2e-16 ***
ORIGIN_SZG00976 1.9476539 0.1018809 19.117 < 2e-16 ***
ORIGIN_SZG00977 5.1607163 0.1005811 51.309 < 2e-16 ***
ORIGIN_SZG00978 5.0266799 0.1007509 49.892 < 2e-16 ***
ORIGIN_SZG00982 2.1990302 0.1015305 21.659 < 2e-16 ***
ORIGIN_SZG00983 6.8141507 0.1005966 67.737 < 2e-16 ***
ORIGIN_SZG00984 5.0353031 0.1011321 49.789 < 2e-16 ***
ORIGIN_SZG00991 2.8024577 0.1008936 27.776 < 2e-16 ***
ORIGIN_SZG00992 3.0357174 0.1007417 30.134 < 2e-16 ***
ORIGIN_SZG00993 2.8103440 0.1007735 27.888 < 2e-16 ***
ORIGIN_SZG00994 2.2859327 0.1010870 22.614 < 2e-16 ***
ORIGIN_SZG00995 3.8266654 0.1006617 38.015 < 2e-16 ***
ORIGIN_SZG00996 3.5503660 0.1007839 35.228 < 2e-16 ***
ORIGIN_SZG00997 2.1443020 0.1046655 20.487 < 2e-16 ***
ORIGIN_SZG00998 5.2738556 0.1005865 52.431 < 2e-16 ***
ORIGIN_SZG00999 5.2997039 0.1006642 52.647 < 2e-16 ***
ORIGIN_SZG01001 2.1763698 0.1035112 21.025 < 2e-16 ***
ORIGIN_SZG01003 4.8012988 0.1006096 47.722 < 2e-16 ***
ORIGIN_SZG01004 5.7075755 0.1005758 56.749 < 2e-16 ***
ORIGIN_SZG01011 0.8615325 0.1049362 8.210 < 2e-16 ***
ORIGIN_SZG01012 0.7655994 0.1054270 7.262 3.82e-13 ***
ORIGIN_SZG01013 1.5717475 0.1017470 15.448 < 2e-16 ***
ORIGIN_SZG01014 2.3245677 0.1010668 23.000 < 2e-16 ***
ORIGIN_SZG01015 1.6797880 0.1017476 16.509 < 2e-16 ***
ORIGIN_SZG01016 3.5362049 0.1007572 35.096 < 2e-16 ***
ORIGIN_SZG01018 4.1156439 0.1009920 40.752 < 2e-16 ***
ORIGIN_SZG01019 5.7346211 0.1006259 56.990 < 2e-16 ***
ORIGIN_SZG01023 3.7859701 0.1009481 37.504 < 2e-16 ***
ORIGIN_SZG01024 4.8665393 0.1006196 48.366 < 2e-16 ***
ORIGIN_SZG01025 0.2987243 0.1118953 2.670 0.007592 **
ORIGIN_SZG01033 2.2159442 0.1011226 21.913 < 2e-16 ***
ORIGIN_SZG01034 3.1178222 0.1007632 30.942 < 2e-16 ***
ORIGIN_SZG01035 3.8206712 0.1006553 37.958 < 2e-16 ***
ORIGIN_SZG01036 1.9491464 0.1014556 19.212 < 2e-16 ***
ORIGIN_SZG01037 3.1044446 0.1007485 30.814 < 2e-16 ***
ORIGIN_SZG01043 2.1296566 0.1036076 20.555 < 2e-16 ***
ORIGIN_SZG01045 4.5077948 0.1006189 44.801 < 2e-16 ***
ORIGIN_SZG01046 4.4065728 0.1006461 43.783 < 2e-16 ***
ORIGIN_SZG01053 3.6851787 0.1006797 36.603 < 2e-16 ***
ORIGIN_SZG01054 2.6972763 0.1008122 26.755 < 2e-16 ***
ORIGIN_SZG01055 3.7181118 0.1006451 36.943 < 2e-16 ***
ORIGIN_SZG01056 2.7148478 0.1009252 26.900 < 2e-16 ***
ORIGIN_SZG01064 -0.6393570 0.2694891 -2.372 0.017669 *
ORIGIN_SZG01066 4.2331343 0.1006470 42.059 < 2e-16 ***
ORIGIN_SZG01067 4.3845420 0.1007422 43.522 < 2e-16 ***
ORIGIN_SZG01074 3.0101024 0.1007965 29.863 < 2e-16 ***
ORIGIN_SZG01075 2.3492501 0.1010145 23.257 < 2e-16 ***
ORIGIN_SZG01076 2.4002233 0.1008810 23.793 < 2e-16 ***
ORIGIN_SZG01077 2.5829156 0.1010132 25.570 < 2e-16 ***
ORIGIN_SZG01079 4.1280810 0.1006360 41.020 < 2e-16 ***
ORIGIN_SZG01085 -1.7828070 0.1736594 -10.266 < 2e-16 ***
ORIGIN_SZG01087 4.0911803 0.1006924 40.630 < 2e-16 ***
ORIGIN_SZG01088 2.4712946 0.1012125 24.417 < 2e-16 ***
ORIGIN_SZG01094 1.1019203 0.1095525 10.058 < 2e-16 ***
ORIGIN_SZG01095 0.7387377 0.1057479 6.986 2.83e-12 ***
ORIGIN_SZG01096 2.3789932 0.1025839 23.191 < 2e-16 ***
ORIGIN_SZG01097 4.3884569 0.1005838 43.630 < 2e-16 ***
ORIGIN_SZG01098 2.0303511 0.1021048 19.885 < 2e-16 ***
ORIGIN_SZG01099 3.3924597 0.1007360 33.677 < 2e-16 ***
ORIGIN_SZG01105 1.2038316 0.1177525 10.223 < 2e-16 ***
ORIGIN_SZG01106 -0.3741760 0.1361634 -2.748 0.005996 **
ORIGIN_SZG01107 1.8904159 0.1041988 18.142 < 2e-16 ***
ORIGIN_SZG01108 6.1062255 0.1005571 60.724 < 2e-16 ***
ORIGIN_SZG01109 3.0381634 0.1010463 30.067 < 2e-16 ***
ORIGIN_SZG01116 2.7881335 0.1008655 27.642 < 2e-16 ***
ORIGIN_SZG01117 1.4193591 0.1020144 13.913 < 2e-16 ***
ORIGIN_SZG01118 1.5503336 0.1023137 15.153 < 2e-16 ***
ORIGIN_SZG01119 2.7050480 0.1009742 26.789 < 2e-16 ***
ORIGIN_SZG01120 2.6089426 0.1013571 25.740 < 2e-16 ***
ORIGIN_SZG01129 4.4958551 0.1006394 44.673 < 2e-16 ***
ORIGIN_SZG01130 4.5408907 0.1006040 45.136 < 2e-16 ***
ORIGIN_SZG01131 3.4610308 0.1010344 34.256 < 2e-16 ***
ORIGIN_SZG01136 1.6308244 0.1016610 16.042 < 2e-16 ***
ORIGIN_SZG01138 0.8421005 0.1045007 8.058 7.73e-16 ***
ORIGIN_SZG01139 3.5602289 0.1006462 35.374 < 2e-16 ***
ORIGIN_SZG01141 3.5411149 0.1007070 35.163 < 2e-16 ***
ORIGIN_SZG01148 0.9431613 0.1130866 8.340 < 2e-16 ***
ORIGIN_SZG01149 2.4828375 0.1019899 24.344 < 2e-16 ***
ORIGIN_SZG01150 4.7662728 0.1005930 47.382 < 2e-16 ***
ORIGIN_SZG01151 3.6842826 0.1007328 36.575 < 2e-16 ***
ORIGIN_SZG01158 1.9158558 0.1011168 18.947 < 2e-16 ***
ORIGIN_SZG01159 3.3594569 0.1006757 33.369 < 2e-16 ***
ORIGIN_SZG01160 4.3818693 0.1005873 43.563 < 2e-16 ***
ORIGIN_SZG01171 5.3454364 0.1006055 53.133 < 2e-16 ***
ORIGIN_SZG01172 5.2068980 0.1006004 51.758 < 2e-16 ***
ORIGIN_SZG01173 2.4542164 0.1012885 24.230 < 2e-16 ***
ORIGIN_SZG01174 -1.8627986 0.2856057 -6.522 6.92e-11 ***
ORIGIN_SZG01178 2.1531396 0.1010437 21.309 < 2e-16 ***
ORIGIN_SZG01179 2.8475620 0.1007484 28.264 < 2e-16 ***
ORIGIN_SZG01180 3.8996979 0.1006100 38.761 < 2e-16 ***
ORIGIN_SZG01181 3.1881219 0.1007281 31.651 < 2e-16 ***
ORIGIN_SZG01183 2.4843085 0.1011858 24.552 < 2e-16 ***
ORIGIN_SZG01190 1.4336980 0.1114216 12.867 < 2e-16 ***
ORIGIN_SZG01192 4.0842030 0.1007198 40.550 < 2e-16 ***
ORIGIN_SZG01193 4.0801016 0.1006651 40.531 < 2e-16 ***
ORIGIN_SZG01194 2.3646584 0.1014902 23.299 < 2e-16 ***
ORIGIN_SZG01200 2.9124881 0.1007387 28.911 < 2e-16 ***
ORIGIN_SZG01201 2.7714254 0.1007664 27.503 < 2e-16 ***
ORIGIN_SZG01203 3.6559894 0.1006902 36.309 < 2e-16 ***
ORIGIN_SZG01204 3.3363703 0.1007479 33.116 < 2e-16 ***
ORIGIN_SZG01211 0.7097837 0.1343647 5.283 1.27e-07 ***
ORIGIN_SZG01214 4.8011868 0.1006153 47.718 < 2e-16 ***
ORIGIN_SZG01215 1.3353373 0.1080848 12.355 < 2e-16 ***
ORIGIN_SZG01216 0.4241500 0.1083438 3.915 9.05e-05 ***
ORIGIN_SZG01220 3.9391053 0.1006039 39.155 < 2e-16 ***
ORIGIN_SZG01221 3.5882208 0.1006221 35.660 < 2e-16 ***
ORIGIN_SZG01222 3.2746292 0.1009890 32.426 < 2e-16 ***
ORIGIN_SZG01223 1.5654900 0.1018888 15.365 < 2e-16 ***
ORIGIN_SZG01224 2.4725958 0.1010689 24.464 < 2e-16 ***
ORIGIN_SZG01231 -1.5941753 0.2140992 -7.446 9.62e-14 ***
ORIGIN_SZG01232 0.5193924 0.1503710 3.454 0.000552 ***
ORIGIN_SZG01235 2.3169489 0.1014597 22.836 < 2e-16 ***
ORIGIN_SZG01236 2.3398787 0.1014577 23.063 < 2e-16 ***
ORIGIN_SZG01241 2.1946427 0.1010149 21.726 < 2e-16 ***
ORIGIN_SZG01242 2.7639784 0.1007485 27.434 < 2e-16 ***
ORIGIN_SZG01243 3.4399487 0.1006380 34.181 < 2e-16 ***
ORIGIN_SZG01246 2.6671380 0.1009298 26.426 < 2e-16 ***
ORIGIN_SZG01256 3.7288442 0.1008002 36.992 < 2e-16 ***
ORIGIN_SZG01257 4.6261357 0.1006736 45.952 < 2e-16 ***
ORIGIN_SZG01258 2.6233252 0.1015689 25.828 < 2e-16 ***
ORIGIN_SZG01262 2.5356933 0.1008550 25.142 < 2e-16 ***
ORIGIN_SZG01263 3.1306978 0.1006559 31.103 < 2e-16 ***
ORIGIN_SZG01264 2.1596879 0.1012047 21.340 < 2e-16 ***
ORIGIN_SZG01265 1.9565555 0.1014744 19.281 < 2e-16 ***
ORIGIN_SZG01266 3.2672451 0.1008150 32.408 < 2e-16 ***
ORIGIN_SZG01267 1.3853800 0.1039950 13.322 < 2e-16 ***
ORIGIN_SZG01272 -0.9516229 0.1531328 -6.214 5.15e-10 ***
ORIGIN_SZG01273 3.1773778 0.1012367 31.386 < 2e-16 ***
ORIGIN_SZG01277 4.7765841 0.1006148 47.474 < 2e-16 ***
ORIGIN_SZG01278 2.2147342 0.1014672 21.827 < 2e-16 ***
ORIGIN_SZG01283 4.3728596 0.1005924 43.471 < 2e-16 ***
ORIGIN_SZG01284 3.5368710 0.1006344 35.146 < 2e-16 ***
ORIGIN_SZG01285 4.2376876 0.1005788 42.133 < 2e-16 ***
ORIGIN_SZG01286 2.5226863 0.1010196 24.972 < 2e-16 ***
ORIGIN_SZG01289 0.6847130 0.1105531 6.194 5.88e-10 ***
ORIGIN_SZG01293 -0.6771832 0.1343514 -5.040 4.65e-07 ***
ORIGIN_SZG01294 4.6369060 0.1007109 46.042 < 2e-16 ***
ORIGIN_SZG01295 2.1573924 0.1026180 21.024 < 2e-16 ***
ORIGIN_SZG01298 3.7818889 0.1007616 37.533 < 2e-16 ***
ORIGIN_SZG01299 4.1591095 0.1007216 41.293 < 2e-16 ***
ORIGIN_SZG01304 4.1488698 0.1005971 41.242 < 2e-16 ***
ORIGIN_SZG01305 3.5376313 0.1006073 35.163 < 2e-16 ***
ORIGIN_SZG01307 0.0658663 0.1073162 0.614 0.539374
ORIGIN_SZG01308 3.3992677 0.1007072 33.754 < 2e-16 ***
ORIGIN_SZG01310 -0.6704378 0.1645015 -4.076 4.59e-05 ***
ORIGIN_SZG01316 1.2058422 0.1058481 11.392 < 2e-16 ***
ORIGIN_SZG01317 2.8062876 0.1011490 27.744 < 2e-16 ***
ORIGIN_SZG01318 2.1337689 0.1016801 20.985 < 2e-16 ***
ORIGIN_SZG01319 5.0427695 0.1006065 50.124 < 2e-16 ***
ORIGIN_SZG01320 3.5678436 0.1009262 35.351 < 2e-16 ***
ORIGIN_SZG01325 1.7572704 0.1012647 17.353 < 2e-16 ***
ORIGIN_SZG01326 3.7218367 0.1006052 36.994 < 2e-16 ***
ORIGIN_SZG01327 3.5552634 0.1006220 35.333 < 2e-16 ***
ORIGIN_SZG01328 2.2138347 0.1009565 21.929 < 2e-16 ***
ORIGIN_SZG01329 2.4759936 0.1011817 24.471 < 2e-16 ***
ORIGIN_SZG01330 3.3047511 0.1008446 32.771 < 2e-16 ***
ORIGIN_SZG01331 -1.1694434 0.3178542 -3.679 0.000234 ***
ORIGIN_SZG01333 2.6733161 0.1012512 26.403 < 2e-16 ***
ORIGIN_SZG01334 3.0110889 0.1011438 29.770 < 2e-16 ***
ORIGIN_SZG01335 2.5341729 0.1018630 24.878 < 2e-16 ***
ORIGIN_SZG01336 -0.1400380 0.1469922 -0.953 0.340747
ORIGIN_SZG01337 0.2538851 0.1117081 2.273 0.023041 *
ORIGIN_SZG01338 -0.9064720 0.1293545 -7.008 2.42e-12 ***
ORIGIN_SZG01339 4.9731467 0.1005974 49.436 < 2e-16 ***
ORIGIN_SZG01340 3.2768282 0.1009180 32.470 < 2e-16 ***
ORIGIN_SZG01341 -2.2983850 0.7142208 -3.218 0.001291 **
ORIGIN_SZG01346 3.4041156 0.1007067 33.802 < 2e-16 ***
ORIGIN_SZG01347 4.3896122 0.1005801 43.643 < 2e-16 ***
ORIGIN_SZG01348 2.8118111 0.1007120 27.919 < 2e-16 ***
ORIGIN_SZG01349 2.6170318 0.1008446 25.951 < 2e-16 ***
ORIGIN_SZG01350 2.7950797 0.1011351 27.637 < 2e-16 ***
ORIGIN_SZG01353 3.0386181 0.1008696 30.124 < 2e-16 ***
ORIGIN_SZG01354 2.5315425 0.1012392 25.006 < 2e-16 ***
ORIGIN_SZG01355 3.3030367 0.1008716 32.745 < 2e-16 ***
ORIGIN_SZG01357 2.3799499 0.1022460 23.277 < 2e-16 ***
ORIGIN_SZG01358 3.6890144 0.1007822 36.604 < 2e-16 ***
ORIGIN_SZG01359 3.9841653 0.1006623 39.580 < 2e-16 ***
ORIGIN_SZG01360 4.0260457 0.1006718 39.992 < 2e-16 ***
ORIGIN_SZG01361 5.1701174 0.1006165 51.384 < 2e-16 ***
ORIGIN_SZG01362 1.1552067 0.1102247 10.480 < 2e-16 ***
ORIGIN_SZG01368 2.2352117 0.1008708 22.159 < 2e-16 ***
ORIGIN_SZG01369 2.0911356 0.1008875 20.727 < 2e-16 ***
ORIGIN_SZG01370 3.2301949 0.1006449 32.095 < 2e-16 ***
ORIGIN_SZG01371 2.5914487 0.1010018 25.657 < 2e-16 ***
ORIGIN_SZG01372 1.8446979 0.1013665 18.198 < 2e-16 ***
ORIGIN_SZG01373 0.3142033 0.1107370 2.837 0.004548 **
ORIGIN_SZG01374 2.0840043 0.1012495 20.583 < 2e-16 ***
ORIGIN_SZG01375 3.7097666 0.1008147 36.798 < 2e-16 ***
ORIGIN_SZG01376 3.1125264 0.1012831 30.731 < 2e-16 ***
ORIGIN_SZG01379 1.2716305 0.1062354 11.970 < 2e-16 ***
ORIGIN_SZG01380 5.3852195 0.1005743 53.545 < 2e-16 ***
ORIGIN_SZG01381 4.9553751 0.1006000 49.258 < 2e-16 ***
ORIGIN_SZG01382 4.3555117 0.1007267 43.241 < 2e-16 ***
ORIGIN_SZG01383 1.8101010 0.1033745 17.510 < 2e-16 ***
ORIGIN_SZG01388 2.8297716 0.1007296 28.093 < 2e-16 ***
ORIGIN_SZG01389 1.9751681 0.1009081 19.574 < 2e-16 ***
ORIGIN_SZG01390 2.7372689 0.1007412 27.171 < 2e-16 ***
ORIGIN_SZG01391 2.5523414 0.1008611 25.306 < 2e-16 ***
ORIGIN_SZG01392 2.3263469 0.1017525 22.863 < 2e-16 ***
ORIGIN_SZG01393 1.4950382 0.1016162 14.713 < 2e-16 ***
ORIGIN_SZG01394 2.9156725 0.1007962 28.926 < 2e-16 ***
ORIGIN_SZG01395 3.0189371 0.1007871 29.954 < 2e-16 ***
ORIGIN_SZG01396 4.0574214 0.1006491 40.313 < 2e-16 ***
ORIGIN_SZG01397 4.1244393 0.1006598 40.974 < 2e-16 ***
ORIGIN_SZG01398 3.0388960 0.1011131 30.054 < 2e-16 ***
ORIGIN_SZG01400 4.1431813 0.1007421 41.127 < 2e-16 ***
ORIGIN_SZG01401 4.5209288 0.1006049 44.937 < 2e-16 ***
ORIGIN_SZG01402 4.5384866 0.1006264 45.102 < 2e-16 ***
ORIGIN_SZG01404 4.5958381 0.1016816 45.198 < 2e-16 ***
ORIGIN_SZG01410 3.4327802 0.1006170 34.117 < 2e-16 ***
ORIGIN_SZG01411 2.3498175 0.1008349 23.304 < 2e-16 ***
ORIGIN_SZG01412 2.7045716 0.1007147 26.854 < 2e-16 ***
ORIGIN_SZG01413 3.5845065 0.1006341 35.619 < 2e-16 ***
ORIGIN_SZG01414 2.8870307 0.1007187 28.664 < 2e-16 ***
ORIGIN_SZG01415 2.3954225 0.1009402 23.731 < 2e-16 ***
ORIGIN_SZG01416 3.0340216 0.1007636 30.110 < 2e-16 ***
ORIGIN_SZG01417 3.2423112 0.1007273 32.189 < 2e-16 ***
ORIGIN_SZG01418 4.0263897 0.1006391 40.008 < 2e-16 ***
ORIGIN_SZG01419 3.4964306 0.1007362 34.709 < 2e-16 ***
ORIGIN_SZG01422 4.5733699 0.1006553 45.436 < 2e-16 ***
ORIGIN_SZG01423 5.4427330 0.1005916 54.107 < 2e-16 ***
ORIGIN_SZG01430 3.1365369 0.1006896 31.151 < 2e-16 ***
ORIGIN_SZG01431 3.1834063 0.1006366 31.633 < 2e-16 ***
ORIGIN_SZG01432 3.2303699 0.1006332 32.100 < 2e-16 ***
ORIGIN_SZG01433 1.9018135 0.1017601 18.689 < 2e-16 ***
ORIGIN_SZG01434 3.4375248 0.1006645 34.148 < 2e-16 ***
ORIGIN_SZG01435 3.8445327 0.1006009 38.216 < 2e-16 ***
ORIGIN_SZG01436 0.8568736 0.1028952 8.328 < 2e-16 ***
ORIGIN_SZG01437 4.0494652 0.1006149 40.247 < 2e-16 ***
ORIGIN_SZG01438 4.4922557 0.1005779 44.664 < 2e-16 ***
ORIGIN_SZG01439 5.1108243 0.1005670 50.820 < 2e-16 ***
ORIGIN_SZG01440 1.4950832 0.1025193 14.583 < 2e-16 ***
ORIGIN_SZG01442 4.4213843 0.1007437 43.887 < 2e-16 ***
ORIGIN_SZG01443 5.4684481 0.1005983 54.359 < 2e-16 ***
ORIGIN_SZG01444 4.4800764 0.1007986 44.446 < 2e-16 ***
ORIGIN_SZG01452 2.2937160 0.1008072 22.754 < 2e-16 ***
ORIGIN_SZG01453 2.4265304 0.1007886 24.075 < 2e-16 ***
ORIGIN_SZG01454 1.4235617 0.1021388 13.938 < 2e-16 ***
ORIGIN_SZG01455 2.8178253 0.1008431 27.943 < 2e-16 ***
ORIGIN_SZG01456 3.2333354 0.1006926 32.111 < 2e-16 ***
ORIGIN_SZG01457 4.0601917 0.1006042 40.358 < 2e-16 ***
ORIGIN_SZG01458 4.4022276 0.1005888 43.765 < 2e-16 ***
ORIGIN_SZG01459 3.8601373 0.1006260 38.361 < 2e-16 ***
ORIGIN_SZG01460 3.1241350 0.1007147 31.020 < 2e-16 ***
ORIGIN_SZG01461 1.6836242 0.1018895 16.524 < 2e-16 ***
ORIGIN_SZG01464 5.8380625 0.1005896 58.038 < 2e-16 ***
ORIGIN_SZG01465 5.3265425 0.1006404 52.926 < 2e-16 ***
ORIGIN_SZG01472 0.8147520 0.1022803 7.966 1.64e-15 ***
ORIGIN_SZG01473 1.8536522 0.1009812 18.356 < 2e-16 ***
ORIGIN_SZG01474 2.9619095 0.1006574 29.426 < 2e-16 ***
ORIGIN_SZG01475 3.9351839 0.1006037 39.116 < 2e-16 ***
ORIGIN_SZG01476 3.2267222 0.1007070 32.041 < 2e-16 ***
ORIGIN_SZG01477 4.7387541 0.1005588 47.124 < 2e-16 ***
ORIGIN_SZG01478 3.0719463 0.1007131 30.502 < 2e-16 ***
ORIGIN_SZG01479 3.3005936 0.1006798 32.783 < 2e-16 ***
ORIGIN_SZG01480 5.0987842 0.1005578 50.705 < 2e-16 ***
ORIGIN_SZG01481 2.4164049 0.1010135 23.922 < 2e-16 ***
ORIGIN_SZG01482 2.7085278 0.1013038 26.737 < 2e-16 ***
ORIGIN_SZG01485 5.2700675 0.1006454 52.363 < 2e-16 ***
ORIGIN_SZG01494 2.1234038 0.1011921 20.984 < 2e-16 ***
ORIGIN_SZG01495 2.2470353 0.1008127 22.289 < 2e-16 ***
ORIGIN_SZG01496 3.3759101 0.1006202 33.551 < 2e-16 ***
ORIGIN_SZG01497 3.5884477 0.1006478 35.654 < 2e-16 ***
ORIGIN_SZG01498 4.0156234 0.1005992 39.917 < 2e-16 ***
ORIGIN_SZG01499 4.2386299 0.1005837 42.140 < 2e-16 ***
ORIGIN_SZG01500 4.1223730 0.1006585 40.954 < 2e-16 ***
ORIGIN_SZG01501 4.4126906 0.1005860 43.870 < 2e-16 ***
ORIGIN_SZG01502 3.8719391 0.1006261 38.478 < 2e-16 ***
ORIGIN_SZG01506 -0.0005228 0.1479104 -0.004 0.997180
ORIGIN_SZG01515 1.2228384 0.1027062 11.906 < 2e-16 ***
ORIGIN_SZG01516 2.7423584 0.1007251 27.226 < 2e-16 ***
ORIGIN_SZG01517 2.9824583 0.1007386 29.606 < 2e-16 ***
ORIGIN_SZG01518 2.9741622 0.1007748 29.513 < 2e-16 ***
ORIGIN_SZG01519 4.2269512 0.1006337 42.003 < 2e-16 ***
ORIGIN_SZG01520 3.7087623 0.1006350 36.854 < 2e-16 ***
ORIGIN_SZG01521 2.2374854 0.1011006 22.131 < 2e-16 ***
ORIGIN_SZG01522 4.6087805 0.1005784 45.823 < 2e-16 ***
ORIGIN_SZG01523 3.1384247 0.1016164 30.885 < 2e-16 ***
ORIGIN_SZG01524 3.3162231 0.1009334 32.856 < 2e-16 ***
ORIGIN_SZG01527 3.3113506 0.1017721 32.537 < 2e-16 ***
ORIGIN_SZG01535 0.1332807 0.1241953 1.073 0.283202
ORIGIN_SZG01536 0.4142504 0.1055809 3.924 8.73e-05 ***
ORIGIN_SZG01537 1.5241460 0.1017048 14.986 < 2e-16 ***
ORIGIN_SZG01538 2.8805581 0.1006924 28.608 < 2e-16 ***
ORIGIN_SZG01539 3.3403048 0.1006398 33.191 < 2e-16 ***
ORIGIN_SZG01540 3.8987431 0.1006073 38.752 < 2e-16 ***
ORIGIN_SZG01541 5.1530770 0.1006388 51.204 < 2e-16 ***
ORIGIN_SZG01542 2.1467610 0.1014941 21.152 < 2e-16 ***
ORIGIN_SZG01543 2.9638942 0.1024181 28.939 < 2e-16 ***
ORIGIN_SZG01544 3.8371678 0.1007194 38.098 < 2e-16 ***
ORIGIN_SZG01547 0.6899515 0.1158644 5.955 2.60e-09 ***
ORIGIN_SZG01556 0.9485853 0.1157887 8.192 2.56e-16 ***
ORIGIN_SZG01557 0.6370233 0.1051268 6.060 1.36e-09 ***
ORIGIN_SZG01558 1.7830585 0.1020407 17.474 < 2e-16 ***
ORIGIN_SZG01559 3.5141452 0.1006234 34.924 < 2e-16 ***
ORIGIN_SZG01560 4.3301719 0.1005793 43.052 < 2e-16 ***
ORIGIN_SZG01561 4.1613396 0.1006176 41.358 < 2e-16 ***
ORIGIN_SZG01562 1.2557012 0.1022642 12.279 < 2e-16 ***
ORIGIN_SZG01563 3.0560464 0.1007615 30.329 < 2e-16 ***
ORIGIN_SZG01564 2.1780799 0.1013064 21.500 < 2e-16 ***
ORIGIN_SZG01565 2.2630790 0.1013898 22.321 < 2e-16 ***
ORIGIN_SZG01566 2.0114836 0.1023174 19.659 < 2e-16 ***
ORIGIN_SZG01567 0.0401764 0.1263381 0.318 0.750480
ORIGIN_SZG01568 0.8240150 0.1172769 7.026 2.12e-12 ***
ORIGIN_SZG01578 -2.1438163 0.7142508 -3.001 0.002687 **
ORIGIN_SZG01580 2.0629280 0.1015966 20.305 < 2e-16 ***
ORIGIN_SZG01581 0.7336085 0.1024007 7.164 7.83e-13 ***
ORIGIN_SZG01582 4.0352340 0.1005866 40.117 < 2e-16 ***
ORIGIN_SZG01583 2.2308076 0.1024374 21.777 < 2e-16 ***
ORIGIN_SZG01584 2.5777732 0.1009858 25.526 < 2e-16 ***
ORIGIN_SZG01585 3.2389606 0.1008949 32.102 < 2e-16 ***
ORIGIN_SZG01586 2.2585676 0.1012280 22.312 < 2e-16 ***
ORIGIN_SZG01589 1.0738569 0.1078559 9.956 < 2e-16 ***
ORIGIN_SZG01590 0.9286720 0.1158146 8.019 1.07e-15 ***
ORIGIN_SZG01600 4.1243471 0.1009898 40.839 < 2e-16 ***
ORIGIN_SZG01601 2.6347511 0.1007704 26.146 < 2e-16 ***
ORIGIN_SZG01602 3.2903660 0.1006851 32.680 < 2e-16 ***
ORIGIN_SZG01603 4.2385420 0.1005902 42.137 < 2e-16 ***
ORIGIN_SZG01604 2.7457555 0.1007926 27.242 < 2e-16 ***
ORIGIN_SZG01605 4.1182266 0.1006013 40.936 < 2e-16 ***
ORIGIN_SZG01606 3.6142809 0.1009104 35.817 < 2e-16 ***
ORIGIN_SZG01607 2.8548343 0.1009308 28.285 < 2e-16 ***
ORIGIN_SZG01608 4.9269738 0.1006117 48.970 < 2e-16 ***
ORIGIN_SZG01609 4.8036516 0.1006638 47.720 < 2e-16 ***
ORIGIN_SZG01610 1.2530218 0.1168841 10.720 < 2e-16 ***
ORIGIN_SZG01622 2.6908090 0.1025423 26.241 < 2e-16 ***
ORIGIN_SZG01623 4.0044089 0.1005931 39.808 < 2e-16 ***
ORIGIN_SZG01624 2.7513531 0.1008233 27.289 < 2e-16 ***
ORIGIN_SZG01625 4.1831878 0.1006139 41.577 < 2e-16 ***
ORIGIN_SZG01626 4.8321659 0.1005705 48.048 < 2e-16 ***
ORIGIN_SZG01627 3.2424458 0.1007419 32.186 < 2e-16 ***
ORIGIN_SZG01628 4.9303687 0.1005754 49.022 < 2e-16 ***
ORIGIN_SZG01629 3.8805753 0.1007377 38.522 < 2e-16 ***
ORIGIN_SZG01630 3.9861014 0.1008040 39.543 < 2e-16 ***
ORIGIN_SZG01631 0.3781955 0.1164506 3.248 0.001163 **
ORIGIN_SZG01642 1.4917447 0.1041554 14.322 < 2e-16 ***
ORIGIN_SZG01643 3.9087435 0.1006086 38.851 < 2e-16 ***
ORIGIN_SZG01644 1.6898998 0.1017506 16.608 < 2e-16 ***
ORIGIN_SZG01645 3.2104564 0.1006866 31.886 < 2e-16 ***
ORIGIN_SZG01646 3.0401503 0.1008622 30.142 < 2e-16 ***
ORIGIN_SZG01647 3.4591659 0.1006651 34.363 < 2e-16 ***
ORIGIN_SZG01648 4.0696141 0.1006231 40.444 < 2e-16 ***
ORIGIN_SZG01649 4.7980130 0.1005839 47.702 < 2e-16 ***
ORIGIN_SZG01650 4.8791194 0.1006512 48.476 < 2e-16 ***
ORIGIN_SZG01664 -1.1393419 0.1947598 -5.850 4.92e-09 ***
ORIGIN_SZG01665 4.1187908 0.1005908 40.946 < 2e-16 ***
ORIGIN_SZG01666 2.8366051 0.1007406 28.158 < 2e-16 ***
ORIGIN_SZG01667 3.8167840 0.1009954 37.792 < 2e-16 ***
ORIGIN_SZG01668 3.9470324 0.1006200 39.227 < 2e-16 ***
ORIGIN_SZG01670 4.8380385 0.1005742 48.104 < 2e-16 ***
ORIGIN_SZG01671 5.5005200 0.1006483 54.651 < 2e-16 ***
ORIGIN_SZG01672 5.0982979 0.1006851 50.636 < 2e-16 ***
ORIGIN_SZG01684 3.2245549 0.1012010 31.863 < 2e-16 ***
ORIGIN_SZG01685 3.6748155 0.1006496 36.511 < 2e-16 ***
ORIGIN_SZG01686 3.5364705 0.1006515 35.136 < 2e-16 ***
ORIGIN_SZG01687 3.1376809 0.1007709 31.137 < 2e-16 ***
ORIGIN_SZG01688 2.7210067 0.1008416 26.983 < 2e-16 ***
ORIGIN_SZG01689 2.3114005 0.1012103 22.838 < 2e-16 ***
ORIGIN_SZG01690 3.7158112 0.1007186 36.893 < 2e-16 ***
ORIGIN_SZG01691 4.5236586 0.1006108 44.962 < 2e-16 ***
ORIGIN_SZG01692 4.1123662 0.1008263 40.787 < 2e-16 ***
ORIGIN_SZG01706 3.6549642 0.1007000 36.296 < 2e-16 ***
ORIGIN_SZG01707 3.5484317 0.1006350 35.260 < 2e-16 ***
ORIGIN_SZG01708 4.0620224 0.1005965 40.379 < 2e-16 ***
ORIGIN_SZG01709 3.1567107 0.1007241 31.340 < 2e-16 ***
ORIGIN_SZG01710 4.4153503 0.1006009 43.890 < 2e-16 ***
ORIGIN_SZG01711 4.2478260 0.1006326 42.211 < 2e-16 ***
ORIGIN_SZG01712 4.8552980 0.1005736 48.276 < 2e-16 ***
ORIGIN_SZG01713 2.4788961 0.1012620 24.480 < 2e-16 ***
ORIGIN_SZG01714 5.0843315 0.1006244 50.528 < 2e-16 ***
ORIGIN_SZG01727 3.8383668 0.1006477 38.137 < 2e-16 ***
ORIGIN_SZG01728 3.7014657 0.1006265 36.784 < 2e-16 ***
ORIGIN_SZG01729 3.2123279 0.1006692 31.910 < 2e-16 ***
ORIGIN_SZG01730 1.3308659 0.1024824 12.986 < 2e-16 ***
ORIGIN_SZG01731 3.8217342 0.1006589 37.967 < 2e-16 ***
ORIGIN_SZG01732 4.5368610 0.1005840 45.105 < 2e-16 ***
ORIGIN_SZG01733 4.2469137 0.1006161 42.209 < 2e-16 ***
ORIGIN_SZG01734 4.6759061 0.1006095 46.476 < 2e-16 ***
ORIGIN_SZG01735 6.3513148 0.1007265 63.055 < 2e-16 ***
ORIGIN_SZG01748 2.6215307 0.1009367 25.972 < 2e-16 ***
ORIGIN_SZG01749 3.5610155 0.1006373 35.385 < 2e-16 ***
ORIGIN_SZG01750 2.6859249 0.1007694 26.654 < 2e-16 ***
ORIGIN_SZG01751 2.0149520 0.1010700 19.936 < 2e-16 ***
ORIGIN_SZG01753 4.5570823 0.1005919 45.303 < 2e-16 ***
ORIGIN_SZG01754 4.9236082 0.1005729 48.956 < 2e-16 ***
ORIGIN_SZG01755 4.4093494 0.1006139 43.824 < 2e-16 ***
ORIGIN_SZG01756 4.3906494 0.1006570 43.620 < 2e-16 ***
ORIGIN_SZG01757 2.8523885 0.1035147 27.555 < 2e-16 ***
ORIGIN_SZG01769 3.4306128 0.1006775 34.075 < 2e-16 ***
ORIGIN_SZG01770 3.3566282 0.1008607 33.280 < 2e-16 ***
ORIGIN_SZG01771 2.2519988 0.1009992 22.297 < 2e-16 ***
ORIGIN_SZG01772 1.0416221 0.1032525 10.088 < 2e-16 ***
ORIGIN_SZG01774 4.2562210 0.1006082 42.305 < 2e-16 ***
ORIGIN_SZG01775 3.9246680 0.1006627 38.988 < 2e-16 ***
ORIGIN_SZG01776 5.1170926 0.1005779 50.877 < 2e-16 ***
ORIGIN_SZG01777 5.1728221 0.1005990 51.420 < 2e-16 ***
ORIGIN_SZG01778 4.9316770 0.1012087 48.728 < 2e-16 ***
ORIGIN_SZG01790 4.0808855 0.1006328 40.552 < 2e-16 ***
ORIGIN_SZG01791 3.3826982 0.1007116 33.588 < 2e-16 ***
ORIGIN_SZG01792 3.3805277 0.1007230 33.563 < 2e-16 ***
ORIGIN_SZG01793 1.4190772 0.1014046 13.994 < 2e-16 ***
ORIGIN_SZG01794 1.1451278 0.1042400 10.985 < 2e-16 ***
ORIGIN_SZG01795 0.7211358 0.1057241 6.821 9.05e-12 ***
ORIGIN_SZG01796 4.7916737 0.1006057 47.628 < 2e-16 ***
ORIGIN_SZG01797 4.7605718 0.1005946 47.324 < 2e-16 ***
ORIGIN_SZG01798 4.7862473 0.1005966 47.579 < 2e-16 ***
ORIGIN_SZG01799 4.0159057 0.1008068 39.838 < 2e-16 ***
ORIGIN_SZG01800 3.1178978 0.1044396 29.854 < 2e-16 ***
ORIGIN_SZG01811 3.1204128 0.1007756 30.964 < 2e-16 ***
ORIGIN_SZG01812 4.2872738 0.1005821 42.625 < 2e-16 ***
ORIGIN_SZG01813 4.0796555 0.1005941 40.556 < 2e-16 ***
ORIGIN_SZG01817 4.6473564 0.1006559 46.171 < 2e-16 ***
ORIGIN_SZG01818 4.6214380 0.1006158 45.932 < 2e-16 ***
ORIGIN_SZG01819 5.1369174 0.1005894 51.068 < 2e-16 ***
ORIGIN_SZG01820 2.3136664 0.1059313 21.841 < 2e-16 ***
ORIGIN_SZG01832 3.9041332 0.1006534 38.788 < 2e-16 ***
ORIGIN_SZG01833 3.3508714 0.1006882 33.280 < 2e-16 ***
ORIGIN_SZG01834 3.6875251 0.1006202 36.648 < 2e-16 ***
ORIGIN_SZG01835 2.9882592 0.1007819 29.651 < 2e-16 ***
ORIGIN_SZG01837 0.3251723 0.1175287 2.767 0.005662 **
ORIGIN_SZG01839 4.2501604 0.1007329 42.192 < 2e-16 ***
ORIGIN_SZG01840 5.8934738 0.1005603 58.606 < 2e-16 ***
ORIGIN_SZG01841 1.7715211 0.1062652 16.671 < 2e-16 ***
ORIGIN_SZG01842 5.8237066 0.1011037 57.601 < 2e-16 ***
ORIGIN_SZG01853 3.7303125 0.1006387 37.066 < 2e-16 ***
ORIGIN_SZG01854 3.9898965 0.1006238 39.652 < 2e-16 ***
ORIGIN_SZG01855 4.2679810 0.1006035 42.424 < 2e-16 ***
ORIGIN_SZG01858 2.0265280 0.1036811 19.546 < 2e-16 ***
ORIGIN_SZG01860 5.4083806 0.1008728 53.616 < 2e-16 ***
ORIGIN_SZG01861 4.8573154 0.1006245 48.272 < 2e-16 ***
ORIGIN_SZG01874 3.9390395 0.1006949 39.119 < 2e-16 ***
ORIGIN_SZG01875 2.3014485 0.1012703 22.726 < 2e-16 ***
ORIGIN_SZG01876 4.3930806 0.1010242 43.485 < 2e-16 ***
ORIGIN_SZG01877 3.9749109 0.1006306 39.500 < 2e-16 ***
ORIGIN_SZG01880 0.3327571 0.1126034 2.955 0.003125 **
ORIGIN_SZG01882 4.7105954 0.1006396 46.807 < 2e-16 ***
ORIGIN_SZG01883 5.1985504 0.1009178 51.513 < 2e-16 ***
ORIGIN_SZG01895 4.0660335 0.1006262 40.407 < 2e-16 ***
ORIGIN_SZG01896 2.3652873 0.1009820 23.423 < 2e-16 ***
ORIGIN_SZG01897 3.0542194 0.1008950 30.271 < 2e-16 ***
ORIGIN_SZG01898 -1.2479122 0.1662993 -7.504 6.19e-14 ***
ORIGIN_SZG01901 0.5908508 0.1165317 5.070 3.97e-07 ***
ORIGIN_SZG01903 4.2812600 0.1009014 42.430 < 2e-16 ***
ORIGIN_SZG01917 2.6872997 0.1009160 26.629 < 2e-16 ***
ORIGIN_SZG01918 4.0700844 0.1006800 40.426 < 2e-16 ***
ORIGIN_SZG01919 3.9554932 0.1006473 39.301 < 2e-16 ***
ORIGIN_SZG01922 1.8011992 0.1044499 17.245 < 2e-16 ***
ORIGIN_SZG01924 4.4224451 0.1009398 43.813 < 2e-16 ***
ORIGIN_SZG01937 3.4653757 0.1007396 34.399 < 2e-16 ***
ORIGIN_SZG01938 4.0666846 0.1006153 40.418 < 2e-16 ***
ORIGIN_SZG01939 4.6537787 0.1006013 46.260 < 2e-16 ***
ORIGIN_SZG01942 0.4005898 0.1109692 3.610 0.000306 ***
ORIGIN_SZG01959 3.0255106 0.1008691 29.994 < 2e-16 ***
ORIGIN_SZG01960 5.0038018 0.1005615 49.759 < 2e-16 ***
ORIGIN_SZG01961 3.4262871 0.1007418 34.011 < 2e-16 ***
ORIGIN_SZG01962 4.4190166 0.1006106 43.922 < 2e-16 ***
ORIGIN_SZG01964 -0.5476749 0.1336993 -4.096 4.20e-05 ***
ORIGIN_SZG01979 3.3410476 0.1008099 33.142 < 2e-16 ***
ORIGIN_SZG01980 1.6205519 0.1014257 15.978 < 2e-16 ***
ORIGIN_SZG01981 4.0532496 0.1006123 40.286 < 2e-16 ***
ORIGIN_SZG01982 3.1490595 0.1010791 31.154 < 2e-16 ***
ORIGIN_SZG01983 4.3643812 0.1006132 43.378 < 2e-16 ***
ORIGIN_SZG01984 3.1343212 0.1007937 31.096 < 2e-16 ***
ORIGIN_SZG01985 3.8147120 0.1007106 37.878 < 2e-16 ***
ORIGIN_SZG02001 3.6274748 0.1006845 36.028 < 2e-16 ***
ORIGIN_SZG02002 4.1905185 0.1005903 41.659 < 2e-16 ***
ORIGIN_SZG02003 3.7874751 0.1006443 37.632 < 2e-16 ***
ORIGIN_SZG02004 4.4582367 0.1006058 44.314 < 2e-16 ***
ORIGIN_SZG02005 4.3345616 0.1006061 43.084 < 2e-16 ***
ORIGIN_SZG02006 2.8863024 0.1009282 28.598 < 2e-16 ***
ORIGIN_SZG02007 2.2949952 0.1017470 22.556 < 2e-16 ***
ORIGIN_SZG02022 4.0260105 0.1006818 39.987 < 2e-16 ***
ORIGIN_SZG02023 4.4444373 0.1005878 44.185 < 2e-16 ***
ORIGIN_SZG02024 3.7610797 0.1006284 37.376 < 2e-16 ***
ORIGIN_SZG02025 3.7915342 0.1006245 37.680 < 2e-16 ***
ORIGIN_SZG02026 2.3976510 0.1011692 23.699 < 2e-16 ***
ORIGIN_SZG02027 4.6994545 0.1006004 46.714 < 2e-16 ***
ORIGIN_SZG02043 3.3491252 0.1007947 33.227 < 2e-16 ***
ORIGIN_SZG02044 4.0607524 0.1006078 40.362 < 2e-16 ***
ORIGIN_SZG02045 -0.4934906 0.1250455 -3.946 7.93e-05 ***
ORIGIN_SZG02046 4.0056129 0.1005944 39.819 < 2e-16 ***
ORIGIN_SZG02047 3.8168350 0.1006483 37.922 < 2e-16 ***
ORIGIN_SZG02048 4.0365719 0.1006258 40.115 < 2e-16 ***
ORIGIN_SZG02049 3.0581483 0.1014427 30.147 < 2e-16 ***
ORIGIN_SZG02064 4.0600204 0.1006365 40.343 < 2e-16 ***
ORIGIN_SZG02065 2.5259718 0.1008535 25.046 < 2e-16 ***
ORIGIN_SZG02066 2.0844524 0.1025931 20.318 < 2e-16 ***
ORIGIN_SZG02067 5.2535898 0.1005576 52.245 < 2e-16 ***
ORIGIN_SZG02068 3.6203938 0.1007457 35.936 < 2e-16 ***
ORIGIN_SZG02069 3.9084462 0.1006685 38.825 < 2e-16 ***
ORIGIN_SZG02085 2.9264022 0.1009385 28.992 < 2e-16 ***
ORIGIN_SZG02086 4.3183229 0.1006020 42.925 < 2e-16 ***
ORIGIN_SZG02087 2.9704444 0.1007682 29.478 < 2e-16 ***
ORIGIN_SZG02088 3.6695949 0.1006216 36.469 < 2e-16 ***
ORIGIN_SZG02089 3.3779894 0.1007250 33.537 < 2e-16 ***
ORIGIN_SZG02090 4.9289022 0.1005797 49.005 < 2e-16 ***
ORIGIN_SZG02091 0.2377863 0.1213282 1.960 0.050012 .
ORIGIN_SZG02105 0.8034572 0.1425299 5.637 1.73e-08 ***
ORIGIN_SZG02106 1.2762534 0.1022390 12.483 < 2e-16 ***
ORIGIN_SZG02107 2.3485654 0.1009297 23.269 < 2e-16 ***
ORIGIN_SZG02108 3.6640412 0.1006627 36.399 < 2e-16 ***
ORIGIN_SZG02109 3.7243479 0.1006199 37.014 < 2e-16 ***
ORIGIN_SZG02110 3.1779808 0.1007700 31.537 < 2e-16 ***
ORIGIN_SZG02111 0.5729240 0.1079137 5.309 1.10e-07 ***
ORIGIN_SZG02128 2.2068133 0.1013443 21.775 < 2e-16 ***
ORIGIN_SZG02129 1.5513112 0.1015436 15.277 < 2e-16 ***
ORIGIN_SZG02130 4.1569580 0.1005952 41.324 < 2e-16 ***
ORIGIN_SZG02131 4.5259460 0.1006191 44.981 < 2e-16 ***
ORIGIN_SZG02132 3.4858201 0.1006920 34.619 < 2e-16 ***
ORIGIN_SZG02148 3.0564141 0.1011114 30.228 < 2e-16 ***
ORIGIN_SZG02149 1.4440046 0.1016914 14.200 < 2e-16 ***
ORIGIN_SZG02150 4.0684360 0.1006225 40.433 < 2e-16 ***
ORIGIN_SZG02151 4.5412007 0.1005813 45.150 < 2e-16 ***
ORIGIN_SZG02152 4.7190219 0.1005899 46.913 < 2e-16 ***
ORIGIN_SZG02153 4.0252620 0.1006729 39.984 < 2e-16 ***
ORIGIN_SZG02171 3.0574441 0.1007641 30.343 < 2e-16 ***
ORIGIN_SZG02172 3.2187868 0.1008117 31.929 < 2e-16 ***
ORIGIN_SZG02173 3.6758451 0.1006490 36.521 < 2e-16 ***
ORIGIN_SZG02174 4.0013049 0.1006542 39.753 < 2e-16 ***
ORIGIN_SZG02191 2.5151235 0.1010464 24.891 < 2e-16 ***
ORIGIN_SZG02192 2.4294580 0.1010872 24.033 < 2e-16 ***
ORIGIN_SZG02193 3.3916984 0.1007035 33.680 < 2e-16 ***
ORIGIN_SZG02194 3.8448166 0.1006451 38.202 < 2e-16 ***
ORIGIN_SZG02195 3.2313187 0.1024952 31.527 < 2e-16 ***
ORIGIN_SZG02212 0.2985343 0.1284228 2.325 0.020092 *
ORIGIN_SZG02213 0.3364533 0.1074962 3.130 0.001749 **
ORIGIN_SZG02214 1.0749201 0.1034622 10.389 < 2e-16 ***
ORIGIN_SZG02215 3.5454450 0.1007370 35.195 < 2e-16 ***
ORIGIN_SZG02216 2.5021746 0.1010821 24.754 < 2e-16 ***
ORIGIN_SZG02233 0.7742600 0.1077753 7.184 6.77e-13 ***
ORIGIN_SZG02234 2.0391523 0.1024557 19.903 < 2e-16 ***
ORIGIN_SZG02235 2.2842429 0.1013678 22.534 < 2e-16 ***
ORIGIN_SZG02236 2.2437786 0.1013014 22.150 < 2e-16 ***
ORIGIN_SZG02237 0.1411501 0.1138626 1.240 0.215104
ORIGIN_SZG02256 -0.3724675 0.1124385 -3.313 0.000924 ***
ORIGIN_SZG02257 2.0461818 0.1022011 20.021 < 2e-16 ***
ORIGIN_SZG02258 1.3007989 0.1020407 12.748 < 2e-16 ***
ORIGIN_SZG02259 1.1500473 0.1065378 10.795 < 2e-16 ***
ORIGIN_SZG02277 1.9621605 0.1079246 18.181 < 2e-16 ***
ORIGIN_SZG02278 2.7241265 0.1016249 26.806 < 2e-16 ***
ORIGIN_SZG02279 1.1892371 0.1023240 11.622 < 2e-16 ***
ORIGIN_SZG02280 -0.5864947 0.1422474 -4.123 3.74e-05 ***
ORIGIN_SZG02297 3.9251710 0.1008992 38.902 < 2e-16 ***
ORIGIN_SZG02300 0.0420637 0.1168405 0.360 0.718840
ORIGIN_SZG02301 1.5597690 0.1021660 15.267 < 2e-16 ***
ORIGIN_SZG02318 2.0244820 0.1021504 19.819 < 2e-16 ***
ORIGIN_SZG02319 2.7464249 0.1010338 27.183 < 2e-16 ***
ORIGIN_SZG02322 2.6298667 0.1012516 25.974 < 2e-16 ***
ORIGIN_SZG02337 3.5955177 0.1020344 35.238 < 2e-16 ***
ORIGIN_SZG02341 3.2026174 0.1009390 31.728 < 2e-16 ***
ORIGIN_SZG02343 1.9125346 0.1014994 18.843 < 2e-16 ***
ORIGIN_SZG02361 2.5422547 0.1010815 25.151 < 2e-16 ***
ORIGIN_SZG02364 -0.7338371 0.1194365 -6.144 8.04e-10 ***
ORIGIN_SZG02379 2.7476106 0.1026364 26.770 < 2e-16 ***
ORIGIN_SZG02384 1.9678528 0.1015865 19.371 < 2e-16 ***
ORIGIN_SZG02405 1.6654406 0.1015965 16.393 < 2e-16 ***
ORIGIN_SZG02406 0.2930837 0.1058941 2.768 0.005645 **
ORIGIN_SZG02426 1.1807954 0.1039924 11.355 < 2e-16 ***
ORIGIN_SZG02427 2.7150732 0.1011150 26.851 < 2e-16 ***
ORIGIN_SZG02505 2.8886395 0.1071343 26.963 < 2e-16 ***
DESTIN_SZG00044 1.3493780 0.0506991 26.615 < 2e-16 ***
DESTIN_SZG00046 0.1270484 0.0508754 2.497 0.012516 *
DESTIN_SZG00066 -0.4157943 0.0634297 -6.555 5.56e-11 ***
DESTIN_SZG00067 0.2337303 0.0485651 4.813 1.49e-06 ***
DESTIN_SZG00068 -0.2036026 0.0507596 -4.011 6.04e-05 ***
DESTIN_SZG00086 0.2635754 0.0576227 4.574 4.78e-06 ***
DESTIN_SZG00087 -3.3482723 0.0996317 -33.606 < 2e-16 ***
DESTIN_SZG00088 -0.3225851 0.0495828 -6.506 7.72e-11 ***
DESTIN_SZG00089 -1.1585881 0.0520677 -22.252 < 2e-16 ***
DESTIN_SZG00090 -3.3322501 0.5024202 -6.632 3.30e-11 ***
DESTIN_SZG00109 -0.8783353 0.0531134 -16.537 < 2e-16 ***
DESTIN_SZG00110 -3.3177500 0.1106934 -29.972 < 2e-16 ***
DESTIN_SZG00111 0.9539705 0.0478268 19.946 < 2e-16 ***
DESTIN_SZG00112 -2.5546381 0.0553321 -46.169 < 2e-16 ***
DESTIN_SZG00128 1.0916537 0.0515172 21.190 < 2e-16 ***
DESTIN_SZG00129 -4.4580909 0.1229458 -36.261 < 2e-16 ***
DESTIN_SZG00130 -0.9140708 0.0515029 -17.748 < 2e-16 ***
DESTIN_SZG00131 -1.3927621 0.0526668 -26.445 < 2e-16 ***
DESTIN_SZG00132 -0.6011819 0.0486911 -12.347 < 2e-16 ***
DESTIN_SZG00133 -1.0576247 0.0480566 -22.008 < 2e-16 ***
DESTIN_SZG00134 -0.9302453 0.0478879 -19.425 < 2e-16 ***
DESTIN_SZG00150 -0.5914265 0.0571138 -10.355 < 2e-16 ***
DESTIN_SZG00151 -0.6604248 0.0511953 -12.900 < 2e-16 ***
DESTIN_SZG00152 0.4318867 0.0487331 8.862 < 2e-16 ***
DESTIN_SZG00153 -0.2874460 0.0485542 -5.920 3.22e-09 ***
DESTIN_SZG00154 -2.4625438 0.0536842 -45.871 < 2e-16 ***
DESTIN_SZG00155 -1.7845279 0.0495651 -36.004 < 2e-16 ***
DESTIN_SZG00156 -1.7445769 0.0505192 -34.533 < 2e-16 ***
DESTIN_SZG00172 -1.8835925 0.0645569 -29.177 < 2e-16 ***
DESTIN_SZG00174 -1.3182840 0.0490655 -26.868 < 2e-16 ***
DESTIN_SZG00175 -0.7788083 0.0475707 -16.372 < 2e-16 ***
DESTIN_SZG00176 -2.3042180 0.0544529 -42.316 < 2e-16 ***
DESTIN_SZG00195 -2.7596907 0.0555936 -49.640 < 2e-16 ***
DESTIN_SZG00196 -1.2562712 0.0476727 -26.352 < 2e-16 ***
DESTIN_SZG00197 -3.6369893 0.0986839 -36.855 < 2e-16 ***
DESTIN_SZG00215 -0.6363793 0.0543100 -11.718 < 2e-16 ***
DESTIN_SZG00216 -0.8586570 0.0491570 -17.468 < 2e-16 ***
DESTIN_SZG00217 -0.5155653 0.0474793 -10.859 < 2e-16 ***
DESTIN_SZG00237 -2.8238315 0.0548111 -51.519 < 2e-16 ***
DESTIN_SZG00238 -1.9221132 0.0489283 -39.284 < 2e-16 ***
DESTIN_SZG00239 -2.0695667 0.0551760 -37.508 < 2e-16 ***
DESTIN_SZG00257 0.2218237 0.0491736 4.511 6.45e-06 ***
DESTIN_SZG00258 -1.8063516 0.0505824 -35.711 < 2e-16 ***
DESTIN_SZG00259 -0.7008677 0.0481669 -14.551 < 2e-16 ***
DESTIN_SZG00278 0.2710258 0.0492900 5.499 3.83e-08 ***
DESTIN_SZG00279 -1.2542493 0.0483884 -25.920 < 2e-16 ***
DESTIN_SZG00280 -0.9086123 0.0482548 -18.829 < 2e-16 ***
DESTIN_SZG00298 -3.9457742 0.1405478 -28.074 < 2e-16 ***
DESTIN_SZG00299 -0.9814282 0.0494214 -19.858 < 2e-16 ***
DESTIN_SZG00300 -1.4981134 0.0496361 -30.182 < 2e-16 ***
DESTIN_SZG00320 0.2541526 0.0487349 5.215 1.84e-07 ***
DESTIN_SZG00321 -1.8195677 0.0521243 -34.908 < 2e-16 ***
DESTIN_SZG00322 -0.7435897 0.0481177 -15.454 < 2e-16 ***
DESTIN_SZG00340 1.0466847 0.0480509 21.783 < 2e-16 ***
DESTIN_SZG00341 -0.2063212 0.0481687 -4.283 1.84e-05 ***
DESTIN_SZG00342 -0.7390119 0.0478384 -15.448 < 2e-16 ***
DESTIN_SZG00363 -0.8636047 0.0486725 -17.743 < 2e-16 ***
DESTIN_SZG00364 -0.7636778 0.0473587 -16.125 < 2e-16 ***
DESTIN_SZG00383 0.1668126 0.0475727 3.506 0.000454 ***
DESTIN_SZG00384 -1.0306520 0.0474735 -21.710 < 2e-16 ***
DESTIN_SZG00385 -1.9990720 0.0490884 -40.724 < 2e-16 ***
DESTIN_SZG00404 -0.0204445 0.0490827 -0.417 0.677021
DESTIN_SZG00405 -0.3903360 0.0478935 -8.150 3.64e-16 ***
DESTIN_SZG00406 0.0370746 0.0470587 0.788 0.430792
DESTIN_SZG00407 -0.3156810 0.0476110 -6.630 3.35e-11 ***
DESTIN_SZG00408 0.8768343 0.0470848 18.622 < 2e-16 ***
DESTIN_SZG00425 -1.8407118 0.0524462 -35.097 < 2e-16 ***
DESTIN_SZG00426 -1.4915181 0.0478879 -31.146 < 2e-16 ***
DESTIN_SZG00427 -3.8716253 0.0521919 -74.181 < 2e-16 ***
DESTIN_SZG00428 -1.2905120 0.0480243 -26.872 < 2e-16 ***
DESTIN_SZG00429 -1.6867312 0.0521277 -32.358 < 2e-16 ***
DESTIN_SZG00446 -0.7625183 0.0517769 -14.727 < 2e-16 ***
DESTIN_SZG00447 -1.7091084 0.0498360 -34.295 < 2e-16 ***
DESTIN_SZG00448 -1.9741052 0.0481575 -40.993 < 2e-16 ***
DESTIN_SZG00449 -1.4259777 0.0474383 -30.060 < 2e-16 ***
DESTIN_SZG00450 -1.7975187 0.0483534 -37.175 < 2e-16 ***
DESTIN_SZG00468 -0.9466155 0.0478545 -19.781 < 2e-16 ***
DESTIN_SZG00469 -1.8512682 0.0475846 -38.905 < 2e-16 ***
DESTIN_SZG00470 -1.4590919 0.0473283 -30.829 < 2e-16 ***
DESTIN_SZG00471 -1.3010692 0.0493707 -26.353 < 2e-16 ***
DESTIN_SZG00488 -0.9290897 0.0519164 -17.896 < 2e-16 ***
DESTIN_SZG00489 -2.9851669 0.0665311 -44.869 < 2e-16 ***
DESTIN_SZG00490 -1.0078864 0.0475341 -21.203 < 2e-16 ***
DESTIN_SZG00491 -3.3042468 0.0491221 -67.266 < 2e-16 ***
DESTIN_SZG00493 -3.9546899 0.0680742 -58.094 < 2e-16 ***
DESTIN_SZG00494 -2.0889712 0.0517471 -40.369 < 2e-16 ***
DESTIN_SZG00509 -0.4862749 0.0491096 -9.902 < 2e-16 ***
DESTIN_SZG00510 -0.7510890 0.0478478 -15.697 < 2e-16 ***
DESTIN_SZG00511 -1.4787000 0.0472787 -31.276 < 2e-16 ***
DESTIN_SZG00512 -1.6064568 0.0472374 -34.008 < 2e-16 ***
DESTIN_SZG00513 -0.5615416 0.0474568 -11.833 < 2e-16 ***
DESTIN_SZG00514 -1.0601190 0.0483503 -21.926 < 2e-16 ***
DESTIN_SZG00515 -2.3279965 0.0552222 -42.157 < 2e-16 ***
DESTIN_SZG00530 -1.2746811 0.0554590 -22.984 < 2e-16 ***
DESTIN_SZG00531 1.0886608 0.0472281 23.051 < 2e-16 ***
DESTIN_SZG00532 -1.3289112 0.0476305 -27.900 < 2e-16 ***
DESTIN_SZG00533 -0.0988822 0.0469373 -2.107 0.035145 *
DESTIN_SZG00534 -1.4472693 0.0472634 -30.621 < 2e-16 ***
DESTIN_SZG00536 -1.9021389 0.0501018 -37.965 < 2e-16 ***
DESTIN_SZG00537 -2.6578233 0.0576697 -46.087 < 2e-16 ***
DESTIN_SZG00538 -3.0052947 0.0633400 -47.447 < 2e-16 ***
DESTIN_SZG00539 -6.5423509 0.5792663 -11.294 < 2e-16 ***
DESTIN_SZG00551 -0.6007733 0.0501517 -11.979 < 2e-16 ***
DESTIN_SZG00552 -0.1357004 0.0480112 -2.826 0.004707 **
DESTIN_SZG00553 -2.0626794 0.0475957 -43.338 < 2e-16 ***
DESTIN_SZG00554 -2.0879184 0.0473341 -44.110 < 2e-16 ***
DESTIN_SZG00555 -0.8767678 0.0474455 -18.479 < 2e-16 ***
DESTIN_SZG00559 -3.4187476 0.0720518 -47.448 < 2e-16 ***
DESTIN_SZG00560 -0.7734909 0.0496685 -15.573 < 2e-16 ***
DESTIN_SZG00561 -3.0891624 0.0820202 -37.663 < 2e-16 ***
DESTIN_SZG00572 -1.4044652 0.0569722 -24.652 < 2e-16 ***
DESTIN_SZG00573 0.2234975 0.0479538 4.661 3.15e-06 ***
DESTIN_SZG00574 -1.7285965 0.0495934 -34.855 < 2e-16 ***
DESTIN_SZG00575 0.9469692 0.0468921 20.195 < 2e-16 ***
DESTIN_SZG00576 -1.7474174 0.0472740 -36.964 < 2e-16 ***
DESTIN_SZG00578 -5.4395444 0.1164855 -46.697 < 2e-16 ***
DESTIN_SZG00582 -3.5854989 0.0809682 -44.283 < 2e-16 ***
DESTIN_SZG00583 -5.1910334 0.2232140 -23.256 < 2e-16 ***
DESTIN_SZG00584 -1.7598879 0.0584850 -30.091 < 2e-16 ***
DESTIN_SZG00593 -1.9367878 0.0525263 -36.873 < 2e-16 ***
DESTIN_SZG00594 -0.7666586 0.0487524 -15.726 < 2e-16 ***
DESTIN_SZG00595 -0.9845518 0.0472050 -20.857 < 2e-16 ***
DESTIN_SZG00596 -1.5806219 0.0471285 -33.539 < 2e-16 ***
DESTIN_SZG00597 -2.1032434 0.0493416 -42.626 < 2e-16 ***
DESTIN_SZG00603 -3.0414076 0.0696220 -43.685 < 2e-16 ***
DESTIN_SZG00604 -2.3680084 0.0646052 -36.654 < 2e-16 ***
DESTIN_SZG00615 -1.7243485 0.0490713 -35.140 < 2e-16 ***
DESTIN_SZG00616 -1.0902073 0.0476053 -22.901 < 2e-16 ***
DESTIN_SZG00617 -2.3458559 0.0477345 -49.144 < 2e-16 ***
DESTIN_SZG00618 -1.6258400 0.0472537 -34.407 < 2e-16 ***
DESTIN_SZG00620 -1.6440519 0.0482351 -34.084 < 2e-16 ***
DESTIN_SZG00637 -1.7332877 0.0480763 -36.053 < 2e-16 ***
DESTIN_SZG00638 -1.6113286 0.0471987 -34.139 < 2e-16 ***
DESTIN_SZG00657 -0.3416325 0.0473704 -7.212 5.52e-13 ***
DESTIN_SZG00658 -1.0044525 0.0472354 -21.265 < 2e-16 ***
DESTIN_SZG00659 -1.3390238 0.0472034 -28.367 < 2e-16 ***
DESTIN_SZG00660 -0.7534230 0.0470286 -16.021 < 2e-16 ***
DESTIN_SZG00662 -1.3706275 0.0481876 -28.444 < 2e-16 ***
DESTIN_SZG00677 -0.2776290 0.0477685 -5.812 6.17e-09 ***
DESTIN_SZG00678 -2.2335798 0.0488488 -45.724 < 2e-16 ***
DESTIN_SZG00679 -0.7304659 0.0471226 -15.501 < 2e-16 ***
DESTIN_SZG00680 0.6810882 0.0469319 14.512 < 2e-16 ***
DESTIN_SZG00681 -3.0409611 0.0501618 -60.623 < 2e-16 ***
DESTIN_SZG00699 -0.8933591 0.0476766 -18.738 < 2e-16 ***
DESTIN_SZG00700 -1.2769852 0.0473387 -26.976 < 2e-16 ***
DESTIN_SZG00701 -3.5768026 0.0505891 -70.703 < 2e-16 ***
DESTIN_SZG00702 -1.0914823 0.0470993 -23.174 < 2e-16 ***
DESTIN_SZG00704 -1.8889832 0.0480136 -39.343 < 2e-16 ***
DESTIN_SZG00722 -2.1655028 0.0478476 -45.258 < 2e-16 ***
DESTIN_SZG00725 -4.2071507 0.0540255 -77.873 < 2e-16 ***
DESTIN_SZG00741 -0.2747129 0.0474066 -5.795 6.84e-09 ***
DESTIN_SZG00743 -3.7982864 0.0513100 -74.026 < 2e-16 ***
DESTIN_SZG00744 -1.0472576 0.0471122 -22.229 < 2e-16 ***
DESTIN_SZG00761 0.0010571 0.0476057 0.022 0.982285
DESTIN_SZG00762 -1.9031676 0.0485416 -39.207 < 2e-16 ***
DESTIN_SZG00763 -3.5849464 0.0510888 -70.171 < 2e-16 ***
DESTIN_SZG00764 -0.4216604 0.0469946 -8.973 < 2e-16 ***
DESTIN_SZG00765 -1.9773625 0.0477762 -41.388 < 2e-16 ***
DESTIN_SZG00767 -1.6419319 0.0473794 -34.655 < 2e-16 ***
DESTIN_SZG00772 -2.5300951 0.0584598 -43.279 < 2e-16 ***
DESTIN_SZG00784 -3.2632126 0.0508801 -64.135 < 2e-16 ***
DESTIN_SZG00785 -1.4699436 0.0471873 -31.151 < 2e-16 ***
DESTIN_SZG00786 -1.4151454 0.0471342 -30.024 < 2e-16 ***
DESTIN_SZG00787 -1.9327521 0.0478365 -40.403 < 2e-16 ***
DESTIN_SZG00788 -3.3941926 0.0489146 -69.390 < 2e-16 ***
DESTIN_SZG00789 -3.7677840 0.0497937 -75.668 < 2e-16 ***
DESTIN_SZG00803 -1.2806344 0.0488551 -26.213 < 2e-16 ***
DESTIN_SZG00804 -0.7937305 0.0473380 -16.767 < 2e-16 ***
DESTIN_SZG00805 0.3030261 0.0469577 6.453 1.10e-10 ***
DESTIN_SZG00806 -1.6477099 0.0472267 -34.889 < 2e-16 ***
DESTIN_SZG00807 -1.5922821 0.0473894 -33.600 < 2e-16 ***
DESTIN_SZG00808 -3.3102436 0.0508480 -65.101 < 2e-16 ***
DESTIN_SZG00809 -1.8367185 0.0471932 -38.919 < 2e-16 ***
DESTIN_SZG00810 -2.2667929 0.0476775 -47.544 < 2e-16 ***
DESTIN_SZG00814 -1.5095090 0.0508234 -29.701 < 2e-16 ***
DESTIN_SZG00819 0.6976746 0.0490486 14.224 < 2e-16 ***
DESTIN_SZG00824 -0.9243246 0.0487543 -18.959 < 2e-16 ***
DESTIN_SZG00826 -1.3041730 0.0472556 -27.598 < 2e-16 ***
DESTIN_SZG00827 -1.5564571 0.0472760 -32.923 < 2e-16 ***
DESTIN_SZG00828 -1.3740604 0.0471210 -29.160 < 2e-16 ***
DESTIN_SZG00829 -1.9964091 0.0475890 -41.951 < 2e-16 ***
DESTIN_SZG00830 -3.2342309 0.0485716 -66.587 < 2e-16 ***
DESTIN_SZG00831 0.1401467 0.0469607 2.984 0.002842 **
DESTIN_SZG00832 -0.2447902 0.0470676 -5.201 1.98e-07 ***
DESTIN_SZG00835 -2.0178607 0.0508503 -39.682 < 2e-16 ***
DESTIN_SZG00844 -1.2816815 0.0501708 -25.546 < 2e-16 ***
DESTIN_SZG00846 -1.2830165 0.0473740 -27.083 < 2e-16 ***
DESTIN_SZG00847 -0.4855510 0.0470744 -10.315 < 2e-16 ***
DESTIN_SZG00848 -1.7493361 0.0472851 -36.996 < 2e-16 ***
DESTIN_SZG00849 -2.5008676 0.0475882 -52.552 < 2e-16 ***
DESTIN_SZG00850 -1.7458249 0.0472279 -36.966 < 2e-16 ***
DESTIN_SZG00851 -2.1045693 0.0472810 -44.512 < 2e-16 ***
DESTIN_SZG00852 -2.3692662 0.0476383 -49.734 < 2e-16 ***
DESTIN_SZG00853 -1.1552375 0.0476324 -24.253 < 2e-16 ***
DESTIN_SZG00854 -1.3238359 0.0489993 -27.017 < 2e-16 ***
DESTIN_SZG00855 -2.2594133 0.0508549 -44.429 < 2e-16 ***
DESTIN_SZG00856 -2.9359052 0.0564878 -51.974 < 2e-16 ***
DESTIN_SZG00866 -0.5865325 0.0479305 -12.237 < 2e-16 ***
DESTIN_SZG00867 0.0100527 0.0470904 0.213 0.830955
DESTIN_SZG00868 -0.3709730 0.0471547 -7.867 3.63e-15 ***
DESTIN_SZG00869 0.3974124 0.0471551 8.428 < 2e-16 ***
DESTIN_SZG00870 -0.0502006 0.0469620 -1.069 0.285087
DESTIN_SZG00871 -0.1017070 0.0470451 -2.162 0.030625 *
DESTIN_SZG00872 -1.6279458 0.0472053 -34.486 < 2e-16 ***
DESTIN_SZG00873 -2.1053563 0.0475506 -44.276 < 2e-16 ***
DESTIN_SZG00874 -3.4595239 0.0487319 -70.991 < 2e-16 ***
DESTIN_SZG00875 -2.8618758 0.0547666 -52.256 < 2e-16 ***
DESTIN_SZG00876 -2.5385359 0.0506590 -50.110 < 2e-16 ***
DESTIN_SZG00877 -1.6677040 0.0490650 -33.990 < 2e-16 ***
DESTIN_SZG00887 -1.2171503 0.0475992 -25.571 < 2e-16 ***
DESTIN_SZG00888 -2.5520159 0.0487775 -52.320 < 2e-16 ***
DESTIN_SZG00889 -1.9526348 0.0485947 -40.182 < 2e-16 ***
DESTIN_SZG00890 -0.8890549 0.0471179 -18.869 < 2e-16 ***
DESTIN_SZG00891 -2.5149901 0.0490348 -51.290 < 2e-16 ***
DESTIN_SZG00893 -1.2684892 0.0470882 -26.939 < 2e-16 ***
DESTIN_SZG00894 -2.9377452 0.0483089 -60.812 < 2e-16 ***
DESTIN_SZG00895 -1.7106901 0.0478062 -35.784 < 2e-16 ***
DESTIN_SZG00896 -3.8953958 0.0556609 -69.984 < 2e-16 ***
DESTIN_SZG00897 -3.8311950 0.0542380 -70.637 < 2e-16 ***
DESTIN_SZG00898 -1.6916369 0.0490531 -34.486 < 2e-16 ***
DESTIN_SZG00908 -0.4128312 0.0480325 -8.595 < 2e-16 ***
DESTIN_SZG00909 -1.4010265 0.0473055 -29.617 < 2e-16 ***
DESTIN_SZG00910 -2.3967049 0.0483308 -49.590 < 2e-16 ***
DESTIN_SZG00911 -0.1182409 0.0470441 -2.513 0.011957 *
DESTIN_SZG00912 -1.8086957 0.0474066 -38.153 < 2e-16 ***
DESTIN_SZG00915 -1.8489983 0.0472579 -39.126 < 2e-16 ***
DESTIN_SZG00917 -0.4589493 0.0472142 -9.721 < 2e-16 ***
DESTIN_SZG00918 -4.8133548 0.0615798 -78.164 < 2e-16 ***
DESTIN_SZG00919 -2.9760221 0.0491169 -60.591 < 2e-16 ***
DESTIN_SZG00928 -2.3465807 0.0498885 -47.037 < 2e-16 ***
DESTIN_SZG00929 -1.4318573 0.0473737 -30.225 < 2e-16 ***
DESTIN_SZG00930 -0.2467387 0.0470150 -5.248 1.54e-07 ***
DESTIN_SZG00931 -1.7682889 0.0479625 -36.868 < 2e-16 ***
DESTIN_SZG00932 -3.5511188 0.0528133 -67.239 < 2e-16 ***
DESTIN_SZG00933 -1.4085060 0.0474706 -29.671 < 2e-16 ***
DESTIN_SZG00934 -1.9007167 0.0475691 -39.957 < 2e-16 ***
DESTIN_SZG00935 0.2021300 0.0469488 4.305 1.67e-05 ***
DESTIN_SZG00938 -5.9697902 0.1803544 -33.100 < 2e-16 ***
DESTIN_SZG00939 0.4864970 0.0470282 10.345 < 2e-16 ***
DESTIN_SZG00940 -3.4555130 0.0504345 -68.515 < 2e-16 ***
DESTIN_SZG00949 -2.0146996 0.0490406 -41.082 < 2e-16 ***
DESTIN_SZG00950 -0.0719626 0.0471348 -1.527 0.126826
DESTIN_SZG00951 0.7333422 0.0469497 15.620 < 2e-16 ***
DESTIN_SZG00952 -0.8911453 0.0474974 -18.762 < 2e-16 ***
DESTIN_SZG00953 -1.3506261 0.0476503 -28.345 < 2e-16 ***
DESTIN_SZG00954 -3.3422327 0.0498841 -67.000 < 2e-16 ***
DESTIN_SZG00955 -0.4705028 0.0470765 -9.994 < 2e-16 ***
DESTIN_SZG00956 -2.4803320 0.0477589 -51.934 < 2e-16 ***
DESTIN_SZG00957 -2.3016081 0.0476624 -48.290 < 2e-16 ***
DESTIN_SZG00959 -2.0742869 0.0519271 -39.946 < 2e-16 ***
DESTIN_SZG00961 -2.3215307 0.0484177 -47.948 < 2e-16 ***
DESTIN_SZG00962 -0.1997413 0.0471696 -4.235 2.29e-05 ***
DESTIN_SZG00970 -0.6853120 0.0472762 -14.496 < 2e-16 ***
DESTIN_SZG00971 -0.6650592 0.0470891 -14.123 < 2e-16 ***
DESTIN_SZG00972 -1.4449506 0.0473835 -30.495 < 2e-16 ***
DESTIN_SZG00974 -1.8626532 0.0480074 -38.799 < 2e-16 ***
DESTIN_SZG00975 -3.1106991 0.0495393 -62.793 < 2e-16 ***
DESTIN_SZG00976 -2.5662047 0.0481815 -53.261 < 2e-16 ***
DESTIN_SZG00977 -2.0787865 0.0473253 -43.926 < 2e-16 ***
DESTIN_SZG00978 -2.4554751 0.0481236 -51.024 < 2e-16 ***
DESTIN_SZG00982 -2.9662202 0.0481205 -61.642 < 2e-16 ***
DESTIN_SZG00983 2.4619355 0.0482746 50.999 < 2e-16 ***
DESTIN_SZG00984 1.4377046 0.0472596 30.421 < 2e-16 ***
DESTIN_SZG00991 -0.5846142 0.0473527 -12.346 < 2e-16 ***
DESTIN_SZG00992 -0.4755262 0.0471764 -10.080 < 2e-16 ***
DESTIN_SZG00993 -2.1507512 0.0478249 -44.971 < 2e-16 ***
DESTIN_SZG00994 -2.1226037 0.0481799 -44.056 < 2e-16 ***
DESTIN_SZG00995 -1.4586390 0.0475264 -30.691 < 2e-16 ***
DESTIN_SZG00996 -2.0803509 0.0480860 -43.263 < 2e-16 ***
DESTIN_SZG00997 -1.9519604 0.0487104 -40.073 < 2e-16 ***
DESTIN_SZG00998 -1.4838422 0.0472587 -31.398 < 2e-16 ***
DESTIN_SZG00999 -2.5704987 0.0479045 -53.659 < 2e-16 ***
DESTIN_SZG01001 -1.6125597 0.0493916 -32.648 < 2e-16 ***
DESTIN_SZG01003 -0.2565934 0.0470169 -5.457 4.83e-08 ***
DESTIN_SZG01004 -1.3869139 0.0471702 -29.402 < 2e-16 ***
DESTIN_SZG01011 -1.1625116 0.0483719 -24.033 < 2e-16 ***
DESTIN_SZG01012 0.3353467 0.0472558 7.096 1.28e-12 ***
DESTIN_SZG01013 -1.0859014 0.0474801 -22.871 < 2e-16 ***
DESTIN_SZG01014 -2.7057119 0.0494506 -54.715 < 2e-16 ***
DESTIN_SZG01015 0.0147725 0.0470625 0.314 0.753604
DESTIN_SZG01016 0.0299270 0.0470274 0.636 0.524533
DESTIN_SZG01018 -2.4089544 0.0484158 -49.756 < 2e-16 ***
DESTIN_SZG01019 -1.4276993 0.0472453 -30.219 < 2e-16 ***
DESTIN_SZG01023 -2.4620370 0.0486713 -50.585 < 2e-16 ***
DESTIN_SZG01024 -1.5813632 0.0473431 -33.402 < 2e-16 ***
DESTIN_SZG01025 -5.8336358 0.0798243 -73.081 < 2e-16 ***
DESTIN_SZG01033 -0.5158069 0.0473536 -10.893 < 2e-16 ***
DESTIN_SZG01034 -0.0056110 0.0470930 -0.119 0.905158
DESTIN_SZG01035 -0.1762377 0.0471145 -3.741 0.000184 ***
DESTIN_SZG01036 0.2679986 0.0470326 5.698 1.21e-08 ***
DESTIN_SZG01037 -1.0820640 0.0472554 -22.898 < 2e-16 ***
DESTIN_SZG01043 -0.8503506 0.0481324 -17.667 < 2e-16 ***
DESTIN_SZG01045 -1.5980207 0.0472555 -33.817 < 2e-16 ***
DESTIN_SZG01046 -1.3080455 0.0472568 -27.680 < 2e-16 ***
DESTIN_SZG01053 0.3280366 0.0471155 6.962 3.35e-12 ***
DESTIN_SZG01054 -0.0478033 0.0471359 -1.014 0.310507
DESTIN_SZG01055 -1.2395016 0.0475502 -26.067 < 2e-16 ***
DESTIN_SZG01056 -1.7876870 0.0481297 -37.143 < 2e-16 ***
DESTIN_SZG01064 -4.2297075 0.0989382 -42.751 < 2e-16 ***
DESTIN_SZG01066 -0.6672055 0.0470753 -14.173 < 2e-16 ***
DESTIN_SZG01067 -0.8014580 0.0473475 -16.927 < 2e-16 ***
DESTIN_SZG01074 -1.7978321 0.0487747 -36.860 < 2e-16 ***
DESTIN_SZG01075 -0.1863984 0.0472648 -3.944 8.02e-05 ***
DESTIN_SZG01076 -0.9516600 0.0473561 -20.096 < 2e-16 ***
DESTIN_SZG01077 -1.7884600 0.0479624 -37.289 < 2e-16 ***
DESTIN_SZG01079 -0.6602685 0.0472266 -13.981 < 2e-16 ***
DESTIN_SZG01085 -2.5224074 0.0732100 -34.454 < 2e-16 ***
DESTIN_SZG01087 -1.4568018 0.0472929 -30.804 < 2e-16 ***
DESTIN_SZG01088 -1.1593684 0.0472193 -24.553 < 2e-16 ***
DESTIN_SZG01094 -3.3096949 0.0672191 -49.237 < 2e-16 ***
DESTIN_SZG01095 -0.8929945 0.0488060 -18.297 < 2e-16 ***
DESTIN_SZG01096 -0.6027343 0.0492222 -12.245 < 2e-16 ***
DESTIN_SZG01097 0.0327716 0.0470651 0.696 0.486238
DESTIN_SZG01098 -2.6977351 0.0516057 -52.276 < 2e-16 ***
DESTIN_SZG01099 -1.3193489 0.0474924 -27.780 < 2e-16 ***
DESTIN_SZG01105 0.5859597 0.0477346 12.275 < 2e-16 ***
DESTIN_SZG01106 -4.4886130 0.0969366 -46.305 < 2e-16 ***
DESTIN_SZG01107 -1.2072333 0.0474933 -25.419 < 2e-16 ***
DESTIN_SZG01108 1.0431531 0.0469569 22.215 < 2e-16 ***
DESTIN_SZG01109 -3.2528312 0.0513501 -63.346 < 2e-16 ***
DESTIN_SZG01116 -0.8797869 0.0476500 -18.464 < 2e-16 ***
DESTIN_SZG01117 -0.3072231 0.0473811 -6.484 8.93e-11 ***
DESTIN_SZG01118 -2.1125250 0.0500696 -42.192 < 2e-16 ***
DESTIN_SZG01119 -1.6970525 0.0479734 -35.375 < 2e-16 ***
DESTIN_SZG01120 -2.2885841 0.0497253 -46.025 < 2e-16 ***
DESTIN_SZG01129 -2.0257756 0.0475453 -42.607 < 2e-16 ***
DESTIN_SZG01130 -1.3667250 0.0472321 -28.936 < 2e-16 ***
DESTIN_SZG01131 0.1749744 0.0471935 3.708 0.000209 ***
DESTIN_SZG01136 0.4477141 0.0471120 9.503 < 2e-16 ***
DESTIN_SZG01138 -1.9916058 0.0497588 -40.025 < 2e-16 ***
DESTIN_SZG01139 -1.1541714 0.0473770 -24.361 < 2e-16 ***
DESTIN_SZG01141 -1.2060553 0.0474779 -25.402 < 2e-16 ***
DESTIN_SZG01148 -2.3657380 0.0552439 -42.824 < 2e-16 ***
DESTIN_SZG01149 -2.4248644 0.0487273 -49.764 < 2e-16 ***
DESTIN_SZG01150 -2.0084651 0.0473709 -42.399 < 2e-16 ***
DESTIN_SZG01151 -1.3059061 0.0473502 -27.580 < 2e-16 ***
DESTIN_SZG01158 -1.5188160 0.0480026 -31.640 < 2e-16 ***
DESTIN_SZG01159 -1.4083654 0.0476636 -29.548 < 2e-16 ***
DESTIN_SZG01160 0.0617368 0.0470587 1.312 0.189550
DESTIN_SZG01171 -1.0558712 0.0472653 -22.339 < 2e-16 ***
DESTIN_SZG01172 0.2494495 0.0470060 5.307 1.12e-07 ***
DESTIN_SZG01173 -0.2940364 0.0471772 -6.233 4.59e-10 ***
DESTIN_SZG01174 -2.5989747 0.0626616 -41.476 < 2e-16 ***
DESTIN_SZG01178 0.6498039 0.0470163 13.821 < 2e-16 ***
DESTIN_SZG01179 -0.3664748 0.0471553 -7.772 7.75e-15 ***
DESTIN_SZG01180 -0.3840668 0.0471292 -8.149 3.66e-16 ***
DESTIN_SZG01181 -1.6057911 0.0477004 -33.664 < 2e-16 ***
DESTIN_SZG01183 -0.0962642 0.0471132 -2.043 0.041027 *
DESTIN_SZG01190 -2.4070162 0.0549521 -43.802 < 2e-16 ***
DESTIN_SZG01192 -1.1287996 0.0472129 -23.909 < 2e-16 ***
DESTIN_SZG01193 -0.9330098 0.0472141 -19.761 < 2e-16 ***
DESTIN_SZG01194 -0.3491814 0.0472864 -7.384 1.53e-13 ***
DESTIN_SZG01200 -0.6985916 0.0473935 -14.740 < 2e-16 ***
DESTIN_SZG01201 -1.0110683 0.0474358 -21.314 < 2e-16 ***
DESTIN_SZG01203 -1.0311900 0.0474974 -21.710 < 2e-16 ***
DESTIN_SZG01204 -1.3258199 0.0476687 -27.813 < 2e-16 ***
DESTIN_SZG01211 -5.6979980 0.2814144 -20.248 < 2e-16 ***
DESTIN_SZG01214 -1.9998615 0.0476610 -41.960 < 2e-16 ***
DESTIN_SZG01215 -1.5648353 0.0481904 -32.472 < 2e-16 ***
DESTIN_SZG01216 -0.8610447 0.0479658 -17.951 < 2e-16 ***
DESTIN_SZG01220 -0.5180771 0.0472590 -10.963 < 2e-16 ***
DESTIN_SZG01221 0.0529660 0.0470604 1.125 0.260381
DESTIN_SZG01222 -1.2465542 0.0484636 -25.721 < 2e-16 ***
DESTIN_SZG01223 -1.6736425 0.0481530 -34.757 < 2e-16 ***
DESTIN_SZG01224 -1.1065718 0.0475213 -23.286 < 2e-16 ***
DESTIN_SZG01231 -3.6502045 0.0740745 -49.277 < 2e-16 ***
DESTIN_SZG01232 -1.7866272 0.0528660 -33.795 < 2e-16 ***
DESTIN_SZG01235 -1.2155131 0.0472819 -25.708 < 2e-16 ***
DESTIN_SZG01236 -1.2454128 0.0476277 -26.149 < 2e-16 ***
DESTIN_SZG01241 -1.8792411 0.0482709 -38.931 < 2e-16 ***
DESTIN_SZG01242 -1.4279937 0.0477147 -29.928 < 2e-16 ***
DESTIN_SZG01243 -0.3215791 0.0471589 -6.819 9.16e-12 ***
DESTIN_SZG01246 -1.3828104 0.0476158 -29.041 < 2e-16 ***
DESTIN_SZG01256 -1.9139165 0.0476696 -40.150 < 2e-16 ***
DESTIN_SZG01257 -0.7696919 0.0473148 -16.267 < 2e-16 ***
DESTIN_SZG01258 0.1003458 0.0472011 2.126 0.033510 *
DESTIN_SZG01262 -2.0744181 0.0485221 -42.752 < 2e-16 ***
DESTIN_SZG01263 0.2014187 0.0470124 4.284 1.83e-05 ***
DESTIN_SZG01264 -0.7409782 0.0474651 -15.611 < 2e-16 ***
DESTIN_SZG01265 -0.7441546 0.0474977 -15.667 < 2e-16 ***
DESTIN_SZG01266 -0.6733801 0.0473523 -14.221 < 2e-16 ***
DESTIN_SZG01267 -2.0467640 0.0495236 -41.329 < 2e-16 ***
DESTIN_SZG01272 -5.8453806 0.1200217 -48.703 < 2e-16 ***
DESTIN_SZG01273 -0.8583474 0.0474552 -18.088 < 2e-16 ***
DESTIN_SZG01277 -0.6344553 0.0471257 -13.463 < 2e-16 ***
DESTIN_SZG01278 -1.0003640 0.0473169 -21.142 < 2e-16 ***
DESTIN_SZG01283 0.6691571 0.0470100 14.234 < 2e-16 ***
DESTIN_SZG01284 0.2116471 0.0470464 4.499 6.84e-06 ***
DESTIN_SZG01285 -0.0583088 0.0470999 -1.238 0.215723
DESTIN_SZG01286 -1.0412491 0.0478592 -21.757 < 2e-16 ***
DESTIN_SZG01289 -3.3735942 0.0598038 -56.411 < 2e-16 ***
DESTIN_SZG01293 -4.9580607 0.0874024 -56.727 < 2e-16 ***
DESTIN_SZG01294 -0.8657668 0.0476719 -18.161 < 2e-16 ***
DESTIN_SZG01295 -3.1721565 0.0519017 -61.119 < 2e-16 ***
DESTIN_SZG01298 -1.5035209 0.0474199 -31.707 < 2e-16 ***
DESTIN_SZG01299 -1.6977620 0.0477468 -35.558 < 2e-16 ***
DESTIN_SZG01304 -0.4585957 0.0472547 -9.705 < 2e-16 ***
DESTIN_SZG01305 -0.2766892 0.0470768 -5.877 4.17e-09 ***
DESTIN_SZG01307 -1.7508901 0.0506494 -34.569 < 2e-16 ***
DESTIN_SZG01308 -0.4306673 0.0471942 -9.125 < 2e-16 ***
DESTIN_SZG01310 -5.5953627 0.1947207 -28.735 < 2e-16 ***
DESTIN_SZG01316 -2.8338253 0.0494533 -57.303 < 2e-16 ***
DESTIN_SZG01317 -2.8525719 0.0486898 -58.587 < 2e-16 ***
DESTIN_SZG01318 -3.0065462 0.0494798 -60.763 < 2e-16 ***
DESTIN_SZG01319 -0.1062145 0.0470523 -2.257 0.023985 *
DESTIN_SZG01320 -2.2398850 0.0487995 -45.900 < 2e-16 ***
DESTIN_SZG01324 -0.2202780 0.0494038 -4.459 8.24e-06 ***
DESTIN_SZG01325 -2.2678402 0.0489714 -46.309 < 2e-16 ***
DESTIN_SZG01326 -0.6580664 0.0472100 -13.939 < 2e-16 ***
DESTIN_SZG01327 -0.4924503 0.0471743 -10.439 < 2e-16 ***
DESTIN_SZG01328 -0.6647489 0.0473135 -14.050 < 2e-16 ***
DESTIN_SZG01329 -0.8227658 0.0476552 -17.265 < 2e-16 ***
DESTIN_SZG01330 0.3991907 0.0471618 8.464 < 2e-16 ***
DESTIN_SZG01331 -5.7258872 0.2624320 -21.819 < 2e-16 ***
DESTIN_SZG01333 -2.2567515 0.0494744 -45.615 < 2e-16 ***
DESTIN_SZG01334 -1.8512628 0.0486086 -38.085 < 2e-16 ***
DESTIN_SZG01335 -0.1992537 0.0472222 -4.219 2.45e-05 ***
DESTIN_SZG01336 -4.0333656 0.0729316 -55.303 < 2e-16 ***
DESTIN_SZG01337 -3.6819467 0.0553096 -66.570 < 2e-16 ***
DESTIN_SZG01338 -4.1390898 0.0539084 -76.780 < 2e-16 ***
DESTIN_SZG01339 -0.4081029 0.0470646 -8.671 < 2e-16 ***
DESTIN_SZG01340 -1.8208604 0.0477916 -38.100 < 2e-16 ***
DESTIN_SZG01341 -5.7683535 0.1070945 -53.862 < 2e-16 ***
DESTIN_SZG01346 -0.6797336 0.0474227 -14.334 < 2e-16 ***
DESTIN_SZG01347 0.5721168 0.0470318 12.164 < 2e-16 ***
DESTIN_SZG01348 -0.8423814 0.0473409 -17.794 < 2e-16 ***
DESTIN_SZG01349 0.0669067 0.0471700 1.418 0.156069
DESTIN_SZG01350 -1.5705689 0.0485290 -32.364 < 2e-16 ***
DESTIN_SZG01353 -0.7476026 0.0472926 -15.808 < 2e-16 ***
DESTIN_SZG01354 -2.0896034 0.0483476 -43.220 < 2e-16 ***
DESTIN_SZG01355 -1.9357656 0.0481539 -40.200 < 2e-16 ***
DESTIN_SZG01357 -2.5306011 0.0504414 -50.169 < 2e-16 ***
DESTIN_SZG01358 -0.4281359 0.0470618 -9.097 < 2e-16 ***
DESTIN_SZG01359 -1.8359352 0.0473712 -38.756 < 2e-16 ***
DESTIN_SZG01360 -2.0040978 0.0474854 -42.204 < 2e-16 ***
DESTIN_SZG01361 -1.6735080 0.0477292 -35.063 < 2e-16 ***
DESTIN_SZG01362 -3.2091899 0.0551870 -58.151 < 2e-16 ***
DESTIN_SZG01368 -1.5264262 0.0477186 -31.988 < 2e-16 ***
DESTIN_SZG01369 -1.4359729 0.0476601 -30.129 < 2e-16 ***
DESTIN_SZG01370 0.2745472 0.0470244 5.838 5.27e-09 ***
DESTIN_SZG01371 -0.8471687 0.0474992 -17.835 < 2e-16 ***
DESTIN_SZG01372 -0.7935097 0.0473947 -16.743 < 2e-16 ***
DESTIN_SZG01373 -3.6675408 0.0570252 -64.314 < 2e-16 ***
DESTIN_SZG01374 -2.4758604 0.0490217 -50.505 < 2e-16 ***
DESTIN_SZG01375 -0.6273971 0.0474519 -13.222 < 2e-16 ***
DESTIN_SZG01376 -2.4149457 0.0498501 -48.444 < 2e-16 ***
DESTIN_SZG01379 -5.0819947 0.0786651 -64.603 < 2e-16 ***
DESTIN_SZG01380 0.2265100 0.0469898 4.820 1.43e-06 ***
DESTIN_SZG01381 0.3980915 0.0469786 8.474 < 2e-16 ***
DESTIN_SZG01382 -0.3926583 0.0471326 -8.331 < 2e-16 ***
DESTIN_SZG01383 -3.2562422 0.0508550 -64.030 < 2e-16 ***
DESTIN_SZG01388 -0.7525673 0.0473084 -15.908 < 2e-16 ***
DESTIN_SZG01389 -1.0586963 0.0474330 -22.320 < 2e-16 ***
DESTIN_SZG01390 -0.7625565 0.0473768 -16.096 < 2e-16 ***
DESTIN_SZG01391 -0.0712123 0.0471430 -1.511 0.130900
DESTIN_SZG01392 -0.8286315 0.0485014 -17.085 < 2e-16 ***
DESTIN_SZG01393 -1.3899295 0.0476553 -29.166 < 2e-16 ***
DESTIN_SZG01394 -0.9486907 0.0472813 -20.065 < 2e-16 ***
DESTIN_SZG01395 -1.3381432 0.0474150 -28.222 < 2e-16 ***
DESTIN_SZG01396 -0.6962237 0.0471886 -14.754 < 2e-16 ***
DESTIN_SZG01397 -1.5864627 0.0475067 -33.394 < 2e-16 ***
DESTIN_SZG01398 -1.9733087 0.0489021 -40.352 < 2e-16 ***
DESTIN_SZG01400 -2.5662859 0.0482135 -53.228 < 2e-16 ***
DESTIN_SZG01401 -0.7359834 0.0470356 -15.647 < 2e-16 ***
DESTIN_SZG01402 -1.4874822 0.0472306 -31.494 < 2e-16 ***
DESTIN_SZG01404 -1.9158921 0.0517967 -36.989 < 2e-16 ***
DESTIN_SZG01410 0.2342539 0.0470434 4.980 6.37e-07 ***
DESTIN_SZG01411 -0.6244814 0.0473825 -13.180 < 2e-16 ***
DESTIN_SZG01412 0.0098418 0.0470631 0.209 0.834355
DESTIN_SZG01413 -0.4444020 0.0471940 -9.416 < 2e-16 ***
DESTIN_SZG01414 -0.8977685 0.0472457 -19.002 < 2e-16 ***
DESTIN_SZG01415 -0.6273128 0.0471976 -13.291 < 2e-16 ***
DESTIN_SZG01416 -1.1001646 0.0473755 -23.222 < 2e-16 ***
DESTIN_SZG01417 -1.1261604 0.0472357 -23.841 < 2e-16 ***
DESTIN_SZG01418 -1.0778315 0.0472339 -22.819 < 2e-16 ***
DESTIN_SZG01419 -1.5067462 0.0475289 -31.702 < 2e-16 ***
DESTIN_SZG01422 -1.9119221 0.0473237 -40.401 < 2e-16 ***
DESTIN_SZG01423 -1.3664137 0.0472078 -28.945 < 2e-16 ***
DESTIN_SZG01430 -0.0257457 0.0471395 -0.546 0.584956
DESTIN_SZG01431 0.3867866 0.0470250 8.225 < 2e-16 ***
DESTIN_SZG01432 -0.0523354 0.0470636 -1.112 0.266131
DESTIN_SZG01433 -0.9589777 0.0477805 -20.070 < 2e-16 ***
DESTIN_SZG01434 0.0526122 0.0470651 1.118 0.263627
DESTIN_SZG01435 -0.5359811 0.0471215 -11.374 < 2e-16 ***
DESTIN_SZG01436 -1.8946369 0.0480639 -39.419 < 2e-16 ***
DESTIN_SZG01437 -1.2165149 0.0473148 -25.711 < 2e-16 ***
DESTIN_SZG01438 -0.7009768 0.0470843 -14.888 < 2e-16 ***
DESTIN_SZG01439 0.0918097 0.0470246 1.952 0.050893 .
DESTIN_SZG01440 -0.5676046 0.0472933 -12.002 < 2e-16 ***
DESTIN_SZG01442 -3.5321846 0.0497356 -71.019 < 2e-16 ***
DESTIN_SZG01443 -1.7648272 0.0472854 -37.323 < 2e-16 ***
DESTIN_SZG01444 -0.7545956 0.0473011 -15.953 < 2e-16 ***
DESTIN_SZG01452 0.6116464 0.0469965 13.015 < 2e-16 ***
DESTIN_SZG01453 -0.1904578 0.0471486 -4.040 5.36e-05 ***
DESTIN_SZG01454 -1.2734340 0.0481912 -26.425 < 2e-16 ***
DESTIN_SZG01455 -0.7561040 0.0474055 -15.950 < 2e-16 ***
DESTIN_SZG01456 -0.7334787 0.0472375 -15.527 < 2e-16 ***
DESTIN_SZG01457 -0.1405184 0.0471023 -2.983 0.002852 **
DESTIN_SZG01458 0.7579044 0.0469624 16.139 < 2e-16 ***
DESTIN_SZG01459 -1.9907036 0.0475817 -41.838 < 2e-16 ***
DESTIN_SZG01460 -0.8045253 0.0470965 -17.083 < 2e-16 ***
DESTIN_SZG01461 -0.9562740 0.0473529 -20.195 < 2e-16 ***
DESTIN_SZG01464 -1.9087997 0.0474474 -40.230 < 2e-16 ***
DESTIN_SZG01465 -2.6446626 0.0480746 -55.012 < 2e-16 ***
DESTIN_SZG01472 -0.4498422 0.0474125 -9.488 < 2e-16 ***
DESTIN_SZG01473 0.4565237 0.0470281 9.707 < 2e-16 ***
DESTIN_SZG01474 0.2479014 0.0470093 5.273 1.34e-07 ***
DESTIN_SZG01475 -0.0374394 0.0470682 -0.795 0.426364
DESTIN_SZG01476 -1.1006879 0.0474164 -23.213 < 2e-16 ***
DESTIN_SZG01477 0.6957817 0.0469530 14.819 < 2e-16 ***
DESTIN_SZG01478 -0.9909428 0.0471696 -21.008 < 2e-16 ***
DESTIN_SZG01479 -1.8459220 0.0474711 -38.885 < 2e-16 ***
DESTIN_SZG01480 0.5081092 0.0469624 10.819 < 2e-16 ***
DESTIN_SZG01481 -0.9730226 0.0472588 -20.589 < 2e-16 ***
DESTIN_SZG01482 0.0140231 0.0471428 0.297 0.766115
DESTIN_SZG01485 -3.1190757 0.0485397 -64.258 < 2e-16 ***
DESTIN_SZG01494 0.2451190 0.0470752 5.207 1.92e-07 ***
DESTIN_SZG01495 -0.6565182 0.0472508 -13.894 < 2e-16 ***
DESTIN_SZG01496 0.2200311 0.0470163 4.680 2.87e-06 ***
DESTIN_SZG01497 -1.1016913 0.0474367 -23.224 < 2e-16 ***
DESTIN_SZG01498 -0.9445491 0.0472829 -19.977 < 2e-16 ***
DESTIN_SZG01499 -0.7633535 0.0470997 -16.207 < 2e-16 ***
DESTIN_SZG01500 -1.1485929 0.0476356 -24.112 < 2e-16 ***
DESTIN_SZG01501 -0.5156843 0.0470580 -10.958 < 2e-16 ***
DESTIN_SZG01502 -0.6153376 0.0470911 -13.067 < 2e-16 ***
DESTIN_SZG01506 -4.9607619 0.0785324 -63.168 < 2e-16 ***
DESTIN_SZG01515 -0.6834079 0.0488429 -13.992 < 2e-16 ***
DESTIN_SZG01516 0.3223993 0.0470115 6.858 6.99e-12 ***
DESTIN_SZG01517 -0.6830573 0.0473235 -14.434 < 2e-16 ***
DESTIN_SZG01518 -1.4347013 0.0475290 -30.186 < 2e-16 ***
DESTIN_SZG01519 -1.3451527 0.0475660 -28.280 < 2e-16 ***
DESTIN_SZG01520 -1.0040249 0.0471844 -21.279 < 2e-16 ***
DESTIN_SZG01521 -1.5754420 0.0474669 -33.190 < 2e-16 ***
DESTIN_SZG01522 -0.8010394 0.0471384 -16.993 < 2e-16 ***
DESTIN_SZG01523 0.4673369 0.0471006 9.922 < 2e-16 ***
DESTIN_SZG01524 -1.8602401 0.0482786 -38.531 < 2e-16 ***
DESTIN_SZG01527 -4.1547718 0.0549166 -75.656 < 2e-16 ***
DESTIN_SZG01535 -0.9923625 0.0712674 -13.925 < 2e-16 ***
DESTIN_SZG01536 -1.8743210 0.0516302 -36.303 < 2e-16 ***
DESTIN_SZG01537 -0.2110403 0.0472381 -4.468 7.91e-06 ***
DESTIN_SZG01538 -0.4605237 0.0471542 -9.766 < 2e-16 ***
DESTIN_SZG01539 -0.4817496 0.0471007 -10.228 < 2e-16 ***
DESTIN_SZG01540 -1.2959984 0.0472745 -27.414 < 2e-16 ***
DESTIN_SZG01541 -0.2999014 0.0473517 -6.333 2.40e-10 ***
DESTIN_SZG01542 -1.5355905 0.0478393 -32.099 < 2e-16 ***
DESTIN_SZG01543 -1.7114803 0.0534961 -31.993 < 2e-16 ***
DESTIN_SZG01544 -1.4944768 0.0477341 -31.308 < 2e-16 ***
DESTIN_SZG01547 -2.2898633 0.0491725 -46.568 < 2e-16 ***
DESTIN_SZG01556 -1.3772114 0.0762810 -18.054 < 2e-16 ***
DESTIN_SZG01557 -1.3870168 0.0494431 -28.053 < 2e-16 ***
DESTIN_SZG01558 -0.5050443 0.0484758 -10.418 < 2e-16 ***
DESTIN_SZG01559 0.0556769 0.0470416 1.184 0.236584
DESTIN_SZG01560 -0.0213894 0.0470367 -0.455 0.649297
DESTIN_SZG01561 -0.8308144 0.0473132 -17.560 < 2e-16 ***
DESTIN_SZG01562 -3.0381588 0.0497606 -61.055 < 2e-16 ***
DESTIN_SZG01563 -2.0433091 0.0477526 -42.789 < 2e-16 ***
DESTIN_SZG01564 -1.7290886 0.0475887 -36.334 < 2e-16 ***
DESTIN_SZG01565 -1.1034718 0.0472936 -23.332 < 2e-16 ***
DESTIN_SZG01566 -2.9005094 0.0496390 -58.432 < 2e-16 ***
DESTIN_SZG01567 -2.7452753 0.0499939 -54.912 < 2e-16 ***
DESTIN_SZG01568 -1.8965402 0.0484230 -39.166 < 2e-16 ***
DESTIN_SZG01578 -2.2399289 0.1114758 -20.093 < 2e-16 ***
DESTIN_SZG01580 -2.7196776 0.0525136 -51.790 < 2e-16 ***
DESTIN_SZG01581 -0.4211763 0.0471163 -8.939 < 2e-16 ***
DESTIN_SZG01582 -0.2924762 0.0470481 -6.217 5.08e-10 ***
DESTIN_SZG01583 -2.2032098 0.0509576 -43.236 < 2e-16 ***
DESTIN_SZG01584 -2.0285966 0.0483945 -41.918 < 2e-16 ***
DESTIN_SZG01585 -1.3789368 0.0474890 -29.037 < 2e-16 ***
DESTIN_SZG01586 -0.7649343 0.0471680 -16.217 < 2e-16 ***
DESTIN_SZG01589 -2.3907358 0.0486170 -49.175 < 2e-16 ***
DESTIN_SZG01590 -1.8867834 0.0486930 -38.749 < 2e-16 ***
DESTIN_SZG01600 -0.9673943 0.0490507 -19.722 < 2e-16 ***
DESTIN_SZG01601 -1.3738659 0.0474147 -28.976 < 2e-16 ***
DESTIN_SZG01602 -1.0074776 0.0473354 -21.284 < 2e-16 ***
DESTIN_SZG01603 0.0351464 0.0470502 0.747 0.455066
DESTIN_SZG01604 -2.2044379 0.0479808 -45.944 < 2e-16 ***
DESTIN_SZG01605 -1.1676361 0.0472267 -24.724 < 2e-16 ***
DESTIN_SZG01606 -1.9327548 0.0487364 -39.657 < 2e-16 ***
DESTIN_SZG01607 -0.6615893 0.0470842 -14.051 < 2e-16 ***
DESTIN_SZG01608 -1.3498245 0.0473014 -28.537 < 2e-16 ***
DESTIN_SZG01609 -0.6727704 0.0471666 -14.264 < 2e-16 ***
DESTIN_SZG01610 -2.7757309 0.0534205 -51.960 < 2e-16 ***
DESTIN_SZG01622 -0.7782276 0.0482843 -16.118 < 2e-16 ***
DESTIN_SZG01623 -0.3815315 0.0470745 -8.105 5.28e-16 ***
DESTIN_SZG01624 0.1923275 0.0470395 4.089 4.34e-05 ***
DESTIN_SZG01625 -0.7537260 0.0472176 -15.963 < 2e-16 ***
DESTIN_SZG01626 0.9786223 0.0469470 20.845 < 2e-16 ***
DESTIN_SZG01627 -2.1831819 0.0476933 -45.775 < 2e-16 ***
DESTIN_SZG01628 -0.0852886 0.0470248 -1.814 0.069725 .
DESTIN_SZG01629 -3.0688137 0.0489341 -62.713 < 2e-16 ***
DESTIN_SZG01630 -2.7233006 0.0482385 -56.455 < 2e-16 ***
DESTIN_SZG01631 -3.1814941 0.0504899 -63.012 < 2e-16 ***
DESTIN_SZG01642 -3.2370525 0.0567145 -57.076 < 2e-16 ***
DESTIN_SZG01643 -0.8770509 0.0472396 -18.566 < 2e-16 ***
DESTIN_SZG01644 -0.9812705 0.0475557 -20.634 < 2e-16 ***
DESTIN_SZG01645 -1.0170959 0.0472911 -21.507 < 2e-16 ***
DESTIN_SZG01646 -0.8224731 0.0475101 -17.312 < 2e-16 ***
DESTIN_SZG01647 -1.4580100 0.0472671 -30.846 < 2e-16 ***
DESTIN_SZG01648 -1.4527893 0.0472364 -30.756 < 2e-16 ***
DESTIN_SZG01649 -0.8310553 0.0470752 -17.654 < 2e-16 ***
DESTIN_SZG01650 -1.7536181 0.0474773 -36.936 < 2e-16 ***
DESTIN_SZG01664 -5.2823157 0.1254195 -42.117 < 2e-16 ***
DESTIN_SZG01665 -0.2424326 0.0470575 -5.152 2.58e-07 ***
DESTIN_SZG01666 -0.2357255 0.0470569 -5.009 5.46e-07 ***
DESTIN_SZG01667 -1.2954380 0.0494625 -26.190 < 2e-16 ***
DESTIN_SZG01668 -1.4598320 0.0473590 -30.825 < 2e-16 ***
DESTIN_SZG01670 -1.0722348 0.0471101 -22.760 < 2e-16 ***
DESTIN_SZG01671 -1.4125902 0.0480360 -29.407 < 2e-16 ***
DESTIN_SZG01672 -2.4522592 0.0483069 -50.764 < 2e-16 ***
DESTIN_SZG01684 -0.7383490 0.0478231 -15.439 < 2e-16 ***
DESTIN_SZG01685 -1.6696117 0.0476680 -35.026 < 2e-16 ***
DESTIN_SZG01686 -0.9071685 0.0472270 -19.209 < 2e-16 ***
DESTIN_SZG01687 -0.6603765 0.0473617 -13.943 < 2e-16 ***
DESTIN_SZG01688 -1.3841961 0.0473536 -29.231 < 2e-16 ***
DESTIN_SZG01689 -2.1704885 0.0478598 -45.351 < 2e-16 ***
DESTIN_SZG01690 -2.8409421 0.0485254 -58.545 < 2e-16 ***
DESTIN_SZG01691 -1.0111266 0.0471052 -21.465 < 2e-16 ***
DESTIN_SZG01692 -2.8660143 0.0487980 -58.732 < 2e-16 ***
DESTIN_SZG01706 -1.0150940 0.0474982 -21.371 < 2e-16 ***
DESTIN_SZG01707 -1.7389063 0.0475593 -36.563 < 2e-16 ***
DESTIN_SZG01708 -1.1159761 0.0472839 -23.602 < 2e-16 ***
DESTIN_SZG01709 -0.4561572 0.0471096 -9.683 < 2e-16 ***
DESTIN_SZG01710 -0.6870189 0.0471554 -14.569 < 2e-16 ***
DESTIN_SZG01711 -0.0726546 0.0470183 -1.545 0.122288
DESTIN_SZG01712 -0.9974071 0.0470874 -21.182 < 2e-16 ***
DESTIN_SZG01713 -3.3706850 0.0492653 -68.419 < 2e-16 ***
DESTIN_SZG01714 -2.0147282 0.0475904 -42.335 < 2e-16 ***
DESTIN_SZG01727 -0.4994576 0.0471940 -10.583 < 2e-16 ***
DESTIN_SZG01728 -0.4604709 0.0470960 -9.777 < 2e-16 ***
DESTIN_SZG01729 -0.3370682 0.0470727 -7.161 8.03e-13 ***
DESTIN_SZG01730 -1.5560648 0.0476693 -32.643 < 2e-16 ***
DESTIN_SZG01731 -0.8915233 0.0471655 -18.902 < 2e-16 ***
DESTIN_SZG01732 -1.1066834 0.0471123 -23.490 < 2e-16 ***
DESTIN_SZG01733 -2.3190098 0.0475629 -48.757 < 2e-16 ***
DESTIN_SZG01734 -1.1797989 0.0471366 -25.029 < 2e-16 ***
DESTIN_SZG01735 -1.8702162 0.0489517 -38.205 < 2e-16 ***
DESTIN_SZG01748 -1.4842020 0.0476900 -31.122 < 2e-16 ***
DESTIN_SZG01749 -0.2647728 0.0470498 -5.628 1.83e-08 ***
DESTIN_SZG01750 -0.3797889 0.0470748 -8.068 7.16e-16 ***
DESTIN_SZG01751 -0.8433926 0.0472809 -17.838 < 2e-16 ***
DESTIN_SZG01753 -0.6935968 0.0471004 -14.726 < 2e-16 ***
DESTIN_SZG01754 0.2435055 0.0469663 5.185 2.16e-07 ***
DESTIN_SZG01755 -0.5955639 0.0470247 -12.665 < 2e-16 ***
DESTIN_SZG01756 -1.6188910 0.0472163 -34.287 < 2e-16 ***
DESTIN_SZG01757 -3.9618153 0.0518479 -76.412 < 2e-16 ***
DESTIN_SZG01769 -1.0087320 0.0473171 -21.319 < 2e-16 ***
DESTIN_SZG01770 -1.2245779 0.0473562 -25.859 < 2e-16 ***
DESTIN_SZG01771 -0.2348561 0.0471407 -4.982 6.29e-07 ***
DESTIN_SZG01772 0.7344615 0.0474061 15.493 < 2e-16 ***
DESTIN_SZG01774 -1.8445705 0.0473904 -38.923 < 2e-16 ***
DESTIN_SZG01775 -2.2978515 0.0475464 -48.329 < 2e-16 ***
DESTIN_SZG01776 0.0140711 0.0469767 0.300 0.764533
DESTIN_SZG01777 -2.1156639 0.0474477 -44.589 < 2e-16 ***
DESTIN_SZG01778 -3.0507991 0.0513709 -59.388 < 2e-16 ***
DESTIN_SZG01790 -0.1763095 0.0471445 -3.740 0.000184 ***
DESTIN_SZG01791 -0.7807337 0.0472376 -16.528 < 2e-16 ***
DESTIN_SZG01792 -0.6829557 0.0474045 -14.407 < 2e-16 ***
DESTIN_SZG01793 -0.6706274 0.0472202 -14.202 < 2e-16 ***
DESTIN_SZG01794 1.0312777 0.0474599 21.729 < 2e-16 ***
DESTIN_SZG01795 -3.2859703 0.0515523 -63.741 < 2e-16 ***
DESTIN_SZG01796 -1.2156082 0.0471993 -25.755 < 2e-16 ***
DESTIN_SZG01797 -1.5728280 0.0472073 -33.317 < 2e-16 ***
DESTIN_SZG01798 -1.5056298 0.0471798 -31.913 < 2e-16 ***
DESTIN_SZG01799 -2.4877107 0.0478042 -52.040 < 2e-16 ***
DESTIN_SZG01800 -4.1486086 0.0691633 -59.983 < 2e-16 ***
DESTIN_SZG01811 -1.2156263 0.0474754 -25.605 < 2e-16 ***
DESTIN_SZG01812 0.1509328 0.0470039 3.211 0.001322 **
DESTIN_SZG01813 0.2913972 0.0469996 6.200 5.65e-10 ***
DESTIN_SZG01817 -2.7735138 0.0483499 -57.363 < 2e-16 ***
DESTIN_SZG01818 -2.0179459 0.0472882 -42.673 < 2e-16 ***
DESTIN_SZG01819 -0.1713228 0.0469921 -3.646 0.000267 ***
DESTIN_SZG01820 -4.9100337 0.0626681 -78.350 < 2e-16 ***
DESTIN_SZG01832 0.0860088 0.0470725 1.827 0.067676 .
DESTIN_SZG01833 -1.3009824 0.0473838 -27.456 < 2e-16 ***
DESTIN_SZG01834 -1.3913658 0.0473575 -29.380 < 2e-16 ***
DESTIN_SZG01835 -1.2840869 0.0474679 -27.052 < 2e-16 ***
DESTIN_SZG01837 -1.4480646 0.0488538 -29.641 < 2e-16 ***
DESTIN_SZG01839 -2.8190831 0.0482683 -58.404 < 2e-16 ***
DESTIN_SZG01840 -0.1437183 0.0470043 -3.058 0.002231 **
DESTIN_SZG01841 -3.6760175 0.0519867 -70.711 < 2e-16 ***
DESTIN_SZG01842 -1.3317745 0.0495995 -26.851 < 2e-16 ***
DESTIN_SZG01853 -0.9327128 0.0472439 -19.743 < 2e-16 ***
DESTIN_SZG01854 -0.6676713 0.0471621 -14.157 < 2e-16 ***
DESTIN_SZG01855 -0.3014253 0.0471046 -6.399 1.56e-10 ***
DESTIN_SZG01858 -0.3895410 0.0476544 -8.174 2.98e-16 ***
DESTIN_SZG01860 -2.1158906 0.0502206 -42.132 < 2e-16 ***
DESTIN_SZG01861 -1.8322552 0.0473271 -38.715 < 2e-16 ***
DESTIN_SZG01874 -1.2627662 0.0478003 -26.418 < 2e-16 ***
DESTIN_SZG01875 -2.9322002 0.0508391 -57.676 < 2e-16 ***
DESTIN_SZG01876 -1.7108834 0.0516904 -33.099 < 2e-16 ***
DESTIN_SZG01877 -0.5057899 0.0471399 -10.730 < 2e-16 ***
DESTIN_SZG01880 -1.2938566 0.0489508 -26.432 < 2e-16 ***
DESTIN_SZG01882 -1.7437725 0.0473204 -36.850 < 2e-16 ***
DESTIN_SZG01883 -2.6822058 0.0506989 -52.905 < 2e-16 ***
DESTIN_SZG01895 -0.6351558 0.0472050 -13.455 < 2e-16 ***
DESTIN_SZG01896 -1.6077622 0.0475370 -33.821 < 2e-16 ***
DESTIN_SZG01897 -2.2769073 0.0483110 -47.130 < 2e-16 ***
DESTIN_SZG01898 -2.7044641 0.0525965 -51.419 < 2e-16 ***
DESTIN_SZG01901 -1.8039577 0.0513384 -35.139 < 2e-16 ***
DESTIN_SZG01903 -3.1930449 0.0499300 -63.950 < 2e-16 ***
DESTIN_SZG01917 -1.6359880 0.0476950 -34.301 < 2e-16 ***
DESTIN_SZG01918 -0.4473564 0.0473022 -9.457 < 2e-16 ***
DESTIN_SZG01919 -0.3695386 0.0471129 -7.844 4.38e-15 ***
DESTIN_SZG01922 -0.5230051 0.0479892 -10.898 < 2e-16 ***
DESTIN_SZG01924 -3.1428123 0.0504754 -62.264 < 2e-16 ***
DESTIN_SZG01937 -1.1196568 0.0474980 -23.573 < 2e-16 ***
DESTIN_SZG01938 -0.3018408 0.0471003 -6.408 1.47e-10 ***
DESTIN_SZG01939 -1.4050154 0.0475770 -29.531 < 2e-16 ***
DESTIN_SZG01942 -2.0775679 0.0509713 -40.760 < 2e-16 ***
DESTIN_SZG01959 -1.4783056 0.0477748 -30.943 < 2e-16 ***
DESTIN_SZG01960 0.8751475 0.0469552 18.638 < 2e-16 ***
DESTIN_SZG01961 -1.8075415 0.0479381 -37.706 < 2e-16 ***
DESTIN_SZG01962 -0.9710498 0.0472932 -20.533 < 2e-16 ***
DESTIN_SZG01964 -0.3250392 0.0482496 -6.737 1.62e-11 ***
DESTIN_SZG01979 -1.1447300 0.0476441 -24.027 < 2e-16 ***
DESTIN_SZG01980 -1.3297920 0.0473557 -28.081 < 2e-16 ***
DESTIN_SZG01981 -1.4308686 0.0474470 -30.157 < 2e-16 ***
DESTIN_SZG01982 -0.7503627 0.0474265 -15.822 < 2e-16 ***
DESTIN_SZG01983 -1.0618851 0.0472941 -22.453 < 2e-16 ***
DESTIN_SZG01984 -0.9499000 0.0473060 -20.080 < 2e-16 ***
DESTIN_SZG01985 -0.7398587 0.0472320 -15.664 < 2e-16 ***
DESTIN_SZG02001 -1.0500858 0.0473476 -22.178 < 2e-16 ***
DESTIN_SZG02002 -0.8917270 0.0471498 -18.913 < 2e-16 ***
DESTIN_SZG02003 -0.3601488 0.0470893 -7.648 2.04e-14 ***
DESTIN_SZG02004 -0.1837609 0.0470801 -3.903 9.49e-05 ***
DESTIN_SZG02005 -1.1549002 0.0473109 -24.411 < 2e-16 ***
DESTIN_SZG02006 -0.2585487 0.0471152 -5.488 4.07e-08 ***
DESTIN_SZG02007 -3.5753128 0.0546442 -65.429 < 2e-16 ***
DESTIN_SZG02022 -0.4834704 0.0473236 -10.216 < 2e-16 ***
DESTIN_SZG02023 -0.5357226 0.0471262 -11.368 < 2e-16 ***
DESTIN_SZG02024 -0.2149932 0.0470530 -4.569 4.90e-06 ***
DESTIN_SZG02025 -1.5097730 0.0473369 -31.894 < 2e-16 ***
DESTIN_SZG02026 -2.1421576 0.0482249 -44.420 < 2e-16 ***
DESTIN_SZG02027 -0.2599531 0.0471015 -5.519 3.41e-08 ***
DESTIN_SZG02043 -1.8548613 0.0481210 -38.546 < 2e-16 ***
DESTIN_SZG02044 -1.1375822 0.0472939 -24.053 < 2e-16 ***
DESTIN_SZG02045 -1.6881512 0.0484012 -34.878 < 2e-16 ***
DESTIN_SZG02046 -0.2135522 0.0470280 -4.541 5.60e-06 ***
DESTIN_SZG02047 -2.0568042 0.0477484 -43.076 < 2e-16 ***
DESTIN_SZG02048 -1.7911189 0.0476215 -37.612 < 2e-16 ***
DESTIN_SZG02049 -3.6429829 0.0542393 -67.165 < 2e-16 ***
DESTIN_SZG02064 -1.2017785 0.0474474 -25.329 < 2e-16 ***
DESTIN_SZG02065 -1.4809468 0.0475157 -31.168 < 2e-16 ***
DESTIN_SZG02066 -3.3897045 0.0563557 -60.148 < 2e-16 ***
DESTIN_SZG02067 1.3106465 0.0469456 27.918 < 2e-16 ***
DESTIN_SZG02068 -2.0131939 0.0485226 -41.490 < 2e-16 ***
DESTIN_SZG02069 -1.5633068 0.0475952 -32.846 < 2e-16 ***
DESTIN_SZG02085 -1.1496210 0.0475374 -24.184 < 2e-16 ***
DESTIN_SZG02086 0.3443472 0.0470391 7.320 2.47e-13 ***
DESTIN_SZG02087 0.0596185 0.0470607 1.267 0.205212
DESTIN_SZG02088 -1.1837631 0.0472321 -25.063 < 2e-16 ***
DESTIN_SZG02089 -1.7535702 0.0477530 -36.722 < 2e-16 ***
DESTIN_SZG02090 0.9542363 0.0469664 20.317 < 2e-16 ***
DESTIN_SZG02091 -4.1116587 0.0775274 -53.035 < 2e-16 ***
DESTIN_SZG02105 -1.1828438 0.0889652 -13.296 < 2e-16 ***
DESTIN_SZG02106 -2.5850621 0.0492692 -52.468 < 2e-16 ***
DESTIN_SZG02107 0.2386397 0.0470416 5.073 3.92e-07 ***
DESTIN_SZG02108 -0.1468366 0.0471216 -3.116 0.001832 **
DESTIN_SZG02109 -1.4917030 0.0473300 -31.517 < 2e-16 ***
DESTIN_SZG02110 -2.3543508 0.0483627 -48.681 < 2e-16 ***
DESTIN_SZG02111 -3.4096237 0.0572830 -59.522 < 2e-16 ***
DESTIN_SZG02128 -1.0344249 0.0477868 -21.647 < 2e-16 ***
DESTIN_SZG02129 -0.9728013 0.0479119 -20.304 < 2e-16 ***
DESTIN_SZG02130 -0.9741006 0.0471989 -20.638 < 2e-16 ***
DESTIN_SZG02131 -1.0640166 0.0474518 -22.423 < 2e-16 ***
DESTIN_SZG02132 -1.4806357 0.0474627 -31.196 < 2e-16 ***
DESTIN_SZG02148 -1.4770185 0.0489685 -30.163 < 2e-16 ***
DESTIN_SZG02149 -1.6184950 0.0481062 -33.644 < 2e-16 ***
DESTIN_SZG02150 -1.2142566 0.0475551 -25.534 < 2e-16 ***
DESTIN_SZG02151 0.3700752 0.0469976 7.874 3.43e-15 ***
DESTIN_SZG02152 -0.6057999 0.0471761 -12.841 < 2e-16 ***
DESTIN_SZG02153 -1.8642147 0.0482164 -38.664 < 2e-16 ***
DESTIN_SZG02171 -0.3395948 0.0471992 -7.195 6.25e-13 ***
DESTIN_SZG02172 -2.0821649 0.0482254 -43.176 < 2e-16 ***
DESTIN_SZG02173 -1.6450100 0.0474690 -34.654 < 2e-16 ***
DESTIN_SZG02174 -1.0799297 0.0473945 -22.786 < 2e-16 ***
DESTIN_SZG02191 -0.1010404 0.0474790 -2.128 0.033328 *
DESTIN_SZG02192 -1.4410487 0.0480829 -29.970 < 2e-16 ***
DESTIN_SZG02193 -0.7554698 0.0472929 -15.974 < 2e-16 ***
DESTIN_SZG02194 -0.9178419 0.0472560 -19.423 < 2e-16 ***
DESTIN_SZG02195 -2.6660473 0.0579229 -46.028 < 2e-16 ***
DESTIN_SZG02212 -0.1575268 0.0488334 -3.226 0.001256 **
DESTIN_SZG02213 -0.4369374 0.0476010 -9.179 < 2e-16 ***
DESTIN_SZG02214 0.2864916 0.0474540 6.037 1.57e-09 ***
DESTIN_SZG02215 -1.3857852 0.0478056 -28.988 < 2e-16 ***
DESTIN_SZG02216 -0.5374950 0.0472716 -11.370 < 2e-16 ***
DESTIN_SZG02233 0.2491327 0.0479330 5.198 2.02e-07 ***
DESTIN_SZG02234 0.8021386 0.0476310 16.841 < 2e-16 ***
DESTIN_SZG02235 -0.6101878 0.0477853 -12.769 < 2e-16 ***
DESTIN_SZG02236 -2.0117851 0.0487947 -41.230 < 2e-16 ***
DESTIN_SZG02237 -0.5608211 0.0483403 -11.602 < 2e-16 ***
DESTIN_SZG02256 -0.5158428 0.0486245 -10.609 < 2e-16 ***
DESTIN_SZG02257 -2.7541887 0.0536158 -51.369 < 2e-16 ***
DESTIN_SZG02258 -0.8140500 0.0474781 -17.146 < 2e-16 ***
DESTIN_SZG02259 0.2950355 0.0480144 6.145 8.01e-10 ***
DESTIN_SZG02277 -1.5300320 0.0530071 -28.865 < 2e-16 ***
DESTIN_SZG02278 -1.2517233 0.0494595 -25.308 < 2e-16 ***
DESTIN_SZG02279 -0.5096442 0.0474679 -10.737 < 2e-16 ***
DESTIN_SZG02280 -1.8602976 0.0567408 -32.786 < 2e-16 ***
DESTIN_SZG02297 -1.4493774 0.0495564 -29.247 < 2e-16 ***
DESTIN_SZG02300 -1.4145199 0.0509069 -27.786 < 2e-16 ***
DESTIN_SZG02301 -0.8646153 0.0479154 -18.045 < 2e-16 ***
DESTIN_SZG02318 0.5731926 0.0472173 12.139 < 2e-16 ***
DESTIN_SZG02319 0.5258353 0.0471801 11.145 < 2e-16 ***
DESTIN_SZG02322 -0.4928539 0.0478225 -10.306 < 2e-16 ***
DESTIN_SZG02337 0.0134791 0.0505125 0.267 0.789588
DESTIN_SZG02341 0.7907897 0.0471586 16.769 < 2e-16 ***
DESTIN_SZG02343 -1.3059362 0.0485812 -26.881 < 2e-16 ***
DESTIN_SZG02361 -0.4335822 0.0477142 -9.087 < 2e-16 ***
DESTIN_SZG02364 -2.4268487 0.0554826 -43.741 < 2e-16 ***
DESTIN_SZG02379 -1.4134320 0.0546364 -25.870 < 2e-16 ***
DESTIN_SZG02384 0.5506025 0.0473633 11.625 < 2e-16 ***
DESTIN_SZG02405 1.1919496 0.0471732 25.268 < 2e-16 ***
DESTIN_SZG02406 -1.8422643 0.0526903 -34.964 < 2e-16 ***
DESTIN_SZG02426 0.6352864 0.0482338 13.171 < 2e-16 ***
DESTIN_SZG02427 0.9464266 0.0473876 19.972 < 2e-16 ***
DESTIN_SZG02505 0.5333907 0.0507135 10.518 < 2e-16 ***
log(dist) -1.6077121 0.0002914 -5517.894 < 2e-16 ***
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
(Dispersion parameter for poisson family taken to be 1)
Null deviance: 98771330 on 65139 degrees of freedom
Residual deviance: 24658576 on 63506 degrees of freedom
AIC: 25020045
Number of Fisher Scoring iterations: 9We can examine how the constraints hold for destinations this time.
CalcRSquared(dbcSIM$data$MORNING_PEAK, dbcSIM$fitted.values)[1] 0.6000049Analysis
The negative coefficient for distance indicates that as the distance increases, the number of trips decreases, is expected.
Model comparison
Another useful model performance measure for continuous dependent variable is Root Mean Squared Error. In this sub-section, you will learn how to use compare_performance() of performance package.
First of all, let us create a list called model_list by using the code chun below.
model_list <- list(unconstrained=uncSIM,
originConstrained=orcSIM,
destinationConstrained=decSIM,
doublyConstrained=dbcSIM)Next, we will compute the RMSE of all the models in model_list file by using the code chunk below.
compare_performance(model_list,
metrics = "RMSE")# Comparison of Model Performance Indices
Name | Model | RMSE
-----------------------------------------
unconstrained | glm | 1616.760
originConstrained | glm | 1535.051
destinationConstrained | glm | 1380.755
doublyConstrained | glm | 1172.123The print above reveals that doubly constraint SIM is the best model among all the four SIMs because it has the smallest RMSE value of 1172.123.
Visualising fitted
Visualise the observed values and the fitted values.
Firstly we will extract the fitted values from each model by using the code chunk below.
df <- as.data.frame(uncSIM$fitted.values) %>%
round(digits = 0)Next, we will join the values to SIM_data data frame.
SIM_data <- SIM_data %>%
cbind(df) %>%
rename(uncTRIPS = "uncSIM$fitted.values")Repeat the same step by for Origin Constrained SIM (i.e. orcSIM)
df <- as.data.frame(orcSIM$fitted.values) %>%
round(digits = 0)SIM_data <- SIM_data %>%
cbind(df) %>%
rename(orcTRIPS = "orcSIM$fitted.values")Repeat the same step by for Destination Constrained SIM (i.e. decSIM)
df <- as.data.frame(decSIM$fitted.values) %>%
round(digits = 0)SIM_data <- SIM_data %>%
cbind(df) %>%
rename(decTRIPS = "decSIM$fitted.values")Repeat the same step by for Doubly Constrained SIM (i.e. dbcSIM)
df <- as.data.frame(dbcSIM$fitted.values) %>%
round(digits = 0)SIM_data <- SIM_data %>%
cbind(df) %>%
rename(dbcTRIPS = "dbcSIM$fitted.values")unc_p <- ggplot(data = SIM_data,
aes(x = uncTRIPS,
y = MORNING_PEAK)) +
geom_point() +
geom_smooth(method = lm)
orc_p <- ggplot(data = SIM_data,
aes(x = orcTRIPS,
y = MORNING_PEAK)) +
geom_point() +
geom_smooth(method = lm)
dec_p <- ggplot(data = SIM_data,
aes(x = decTRIPS,
y = MORNING_PEAK)) +
geom_point() +
geom_smooth(method = lm)
dbc_p <- ggplot(data = SIM_data,
aes(x = dbcTRIPS,
y = MORNING_PEAK)) +
geom_point() +
geom_smooth(method = lm)
ggarrange(unc_p, orc_p, dec_p, dbc_p,
ncol = 2,
nrow = 2)`geom_smooth()` using formula = 'y ~ x'
`geom_smooth()` using formula = 'y ~ x'
`geom_smooth()` using formula = 'y ~ x'
`geom_smooth()` using formula = 'y ~ x'